Best-of Machine Learning with Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 920 awesome open-source projects with a total of 4.2M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

🧙‍♂️ Discover other best-of lists or create your own.
📫 Subscribe to our newsletter for updates and trending projects.

Machine Learning Frameworks 61 projects
Data Visualization 54 projects
Text Data & NLP 102 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 30 projects
Medical Data 19 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 1 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 40 projects
Model Serialization & Deployment 20 projects
Model Interpretability 54 projects
Vector Similarity Search (ANN) 13 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 66 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇54 · ⭐ 180K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4.5K · 🔀 89K · 📦 330K · 📋 39K - 5% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 17M / month · 📦 15K · ⏱️ 05.12.2023):
```
 pip install tensorflow
```

Conda (📥 4.4M · ⏱️ 14.11.2023):

 conda install -c conda-forge tensorflow

Docker Hub (📥 75M · ⭐ 2.2K · ⏱️ 07.12.2023):
```
 docker pull tensorflow/tensorflow
```

PyTorch (🥇54 · ⭐ 73K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 4.5K · 🔀 20K · 📥 29K · 📦 360K · 📋 39K - 33% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 16M / month · 📦 12K · ⏱️ 15.11.2023):
```
 pip install torch
```
Conda (📥 20M · ⏱️ 14.11.2023):
```
 conda install -c pytorch pytorch
```

scikit-learn (🥇52 · ⭐ 57K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3K · 🔀 25K · 📥 920 · 📦 650K · 📋 11K - 20% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 44M / month · 📦 30K · ⏱️ 23.10.2023):
```
 pip install scikit-learn
```

Conda (📥 26M · ⏱️ 07.12.2023):

 conda install -c conda-forge scikit-learn

Keras (🥇47 · ⭐ 60K · 📈) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.3K · 🔀 19K · 📦 21 · 📋 11K - 1% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 13M / month · 📦 700 · ⏱️ 06.12.2023):
```
 pip install keras
```
Conda (📥 3.3M · ⏱️ 15.11.2023):
```
 conda install -c conda-forge keras
```

jax (🥇46 · ⭐ 26K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 610 · 🔀 2.4K · 📦 20K · 📋 5K - 29% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/google/jax
```
PyPi (📥 4.1M / month · 📦 770 · ⏱️ 04.12.2023):
```
 pip install jax
```
Conda (📥 1M · ⏱️ 25.10.2023):
```
 conda install -c conda-forge jaxlib
```

PySpark (🥇45 · ⭐ 37K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 3K · 🔀 28K · ⏱️ 07.12.2023):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 27M / month · 📦 1.2K · ⏱️ 30.11.2023):
```
 pip install pyspark
```
Conda (📥 2.9M · ⏱️ 04.10.2023):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (🥇45 · ⭐ 25K) - Deep learning framework to train, finetune and deploy.. Apache-2

GitHub (👨‍💻 920 · 🔀 3.1K · 📥 14K · 📦 27K · 📋 6.7K - 10% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 4.7M / month · 📦 750 · ⏱️ 15.11.2023):
```
 pip install pytorch-lightning
```

Conda (📥 1M · ⏱️ 17.11.2023):

 conda install -c conda-forge pytorch-lightning

PaddlePaddle (🥇45 · ⭐ 21K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 5.4K · 📥 15K · 📦 4.4K · 📋 19K - 10% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 180K / month · 📦 89 · ⏱️ 25.10.2023):
```
 pip install paddlepaddle
```

XGBoost (🥈44 · ⭐ 25K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 630 · 🔀 8.7K · 📥 7.8K · 📦 74K · 📋 5.1K - 7% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 11M / month · 📦 1.8K · ⏱️ 13.11.2023):
```
 pip install xgboost
```
Conda (📥 4.4M · ⏱️ 17.11.2023):
```
 conda install -c conda-forge xgboost
```

LightGBM (🥈43 · ⭐ 16K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 290 · 🔀 3.8K · 📥 210K · 📦 28K · 📋 3.2K - 10% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 6.7M / month · 📦 850 · ⏱️ 12.09.2023):
```
 pip install lightgbm
```
Conda (📥 2.1M · ⏱️ 25.10.2023):
```
 conda install -c conda-forge lightgbm
```

StatsModels (🥈43 · ⭐ 9.1K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 420 · 🔀 2.8K · 📥 30 · 📦 110K · 📋 5.4K - 49% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 11M / month · 📦 5.5K · ⏱️ 05.05.2023):
```
 pip install statsmodels
```

Conda (📥 12M · ⏱️ 05.10.2023):

 conda install -c conda-forge statsmodels

Catboost (🥈41 · ⭐ 7.5K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.2K · 🔀 1.1K · 📥 200K · 📦 11 · 📋 2.2K - 24% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2M / month · 📦 360 · ⏱️ 19.09.2023):
```
 pip install catboost
```
Conda (📥 1.4M · ⏱️ 19.09.2023):
```
 conda install -c conda-forge catboost
```

Fastai (🥈40 · ⭐ 25K · 📈) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 660 · 🔀 7.5K · 📦 16K · 📋 1.8K - 10% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 510K / month · 📦 340 · ⏱️ 15.10.2023):
```
 pip install fastai
```

Jina (🥈40 · ⭐ 19K) - Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (👨‍💻 180 · 🔀 2.2K · 📦 1.3K · 📋 1.9K - 0% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 68K / month · 📦 16 · ⏱️ 01.12.2023):
```
 pip install jina
```

Conda (📥 58K · ⏱️ 16.06.2023):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.3M · ⭐ 8 · ⏱️ 06.12.2023):
```
 docker pull jinaai/jina
```

PyFlink (🥈38 · ⭐ 22K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.8K · 🔀 13K · 📦 21 · ⏱️ 07.12.2023):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 75K / month · 📦 24 · ⏱️ 28.11.2023):
```
 pip install apache-flink
```

MXNet (🥈38 · ⭐ 21K · 💤) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2

GitHub (👨‍💻 980 · 🔀 6.9K · 📥 26K · 📦 6.9K · 📋 9.6K - 18% open · ⏱️ 26.01.2023):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 320K / month · 📦 290 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 10K · 📦 5 · ⏱️ 16.06.2023):
```
 conda install -c anaconda mxnet
```

Theano (🥈38 · ⭐ 9.8K · 💤) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 390 · 🔀 2.5K · 📦 15K · 📋 2.8K - 24% open · ⏱️ 20.12.2022):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 320K / month · 📦 2.8K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 2.4M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge theano
```

Flax (🥈38 · ⭐ 5K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 210 · 🔀 550 · 📥 50 · 📦 5.2K · 📋 830 - 19% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/google/flax
```
PyPi (📥 2.2M / month · 📦 190 · ⏱️ 28.10.2023):
```
 pip install flax
```
Conda (📥 38K · ⏱️ 09.11.2023):
```
 conda install -c conda-forge flax
```

ivy (🥈35 · ⭐ 14K) - The Unified AI Framework. Apache-2

GitHub (👨‍💻 1.4K · 🔀 6K · 📋 17K - 21% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/unifyai/ivy
```
PyPi (📥 430 / month · 📦 9 · ⏱️ 11.10.2023):
```
 pip install ivy
```

Vowpal Wabbit (🥈35 · ⭐ 8.3K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 330 · 🔀 2K · 📋 1.3K - 11% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 120K / month · 📦 34 · ⏱️ 19.07.2023):
```
 pip install vowpalwabbit
```

Conda (📥 140K · ⏱️ 08.10.2023):

 conda install -c conda-forge vowpalwabbit

einops (🥈35 · ⭐ 7.5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 24 · 🔀 320 · 📦 22K · 📋 160 - 19% open · ⏱️ 11.10.2023):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 5.1M / month · 📦 770 · ⏱️ 01.10.2023):
```
 pip install einops
```
Conda (📥 170K · ⏱️ 01.10.2023):
```
 conda install -c conda-forge einops
```

Ignite (🥈35 · ⭐ 4.4K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 350 · 🔀 610 · 📦 2.5K · 📋 1.4K - 11% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 250K / month · 📦 49 · ⏱️ 07.12.2023):
```
 pip install pytorch-ignite
```
Conda (📥 170K · ⏱️ 19.10.2023):
```
 conda install -c pytorch ignite
```

Thinc (🥈35 · ⭐ 2.8K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 63 · 🔀 280 · 📦 40K · 📋 140 - 13% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 6.1M / month · 📦 640 · ⏱️ 22.09.2023):
```
 pip install thinc
```
Conda (📥 2.7M · ⏱️ 25.09.2023):
```
 conda install -c conda-forge thinc
```

Ludwig (🥈34 · ⭐ 10K) - Low-code framework for building custom LLMs, neural networks, and.. Apache-2

GitHub (👨‍💻 150 · 🔀 1.1K · 📦 230 · 📋 1.1K - 30% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 5.2K / month · 📦 9 · ⏱️ 13.10.2023):
```
 pip install ludwig
```

mlpack (🥉33 · ⭐ 4.6K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 310 · 🔀 1.5K · 📋 1.6K - 1% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 900 / month · 📦 1 · ⏱️ 07.09.2023):
```
 pip install mlpack
```
Conda (📥 160K · ⏱️ 29.11.2023):
```
 conda install -c conda-forge mlpack
```

tensorpack (🥉32 · ⭐ 6.3K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 160 · 📦 1.4K · 📋 1.4K - 0% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 14K / month · 📦 47 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 10K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorpack

Haiku (🥉32 · ⭐ 2.6K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 79 · 🔀 220 · 📦 1.6K · 📋 240 - 29% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 230K / month · 📦 87 · ⏱️ 10.11.2023):
```
 pip install dm-haiku
```
Conda (📥 14K · ⏱️ 16.11.2023):
```
 conda install -c conda-forge dm-haiku
```

EvaDB (🥉32 · ⭐ 2.4K) - Database system for AI-powered apps. Apache-2

GitHub (👨‍💻 73 · 🔀 240 · 📥 410K · 📦 140 · 📋 300 - 25% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/georgia-tech-db/eva
```
PyPi (📥 18K / month · ⏱️ 19.11.2023):
```
 pip install evadb
```

Sonnet (🥉31 · ⭐ 9.6K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 58 · 🔀 1.4K · 📦 1.2K · 📋 190 - 17% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 18K / month · 📦 53 · ⏱️ 15.12.2022):
```
 pip install dm-sonnet
```
Conda (📥 26K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sonnet
```

skorch (🥉31 · ⭐ 5.4K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 61 · 🔀 360 · 📦 1K · 📋 500 - 10% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 58K / month · 📦 52 · ⏱️ 04.09.2023):
```
 pip install skorch
```
Conda (📥 780K · ⏱️ 06.09.2023):
```
 conda install -c conda-forge skorch
```

dyNET (🥉31 · ⭐ 3.4K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 14K · 📦 250 · 📋 930 - 28% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 290K / month · 📦 29 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

tensorflow-upstream (🥉31 · ⭐ 670) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4.5K · 🔀 83 · 📥 21 · 📋 380 - 27% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 4.3K / month · 📦 5 · ⏱️ 04.10.2023):
```
 pip install tensorflow-rocm
```

Neural Network Libraries (🥉30 · ⭐ 2.7K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 73 · 🔀 340 · 📥 910 · 📋 91 - 35% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 3.8K / month · 📦 55 · ⏱️ 06.12.2023):
```
 pip install nnabla
```

Determined (🥉30 · ⭐ 2.6K) - Determined is an open-source machine learning platform.. Apache-2

GitHub (👨‍💻 110 · 🔀 320 · 📥 7.9K · 📋 440 - 28% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/determined-ai/determined
```
PyPi (📥 21K / month · 📦 4 · ⏱️ 05.12.2023):
```
 pip install determined
```

Geomstats (🥉30 · ⭐ 1.1K) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 87 · 🔀 220 · 📦 85 · 📋 540 - 37% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 3K / month · 📦 3 · ⏱️ 30.08.2023):
```
 pip install geomstats
```

Conda (📥 2K · ⏱️ 30.08.2023):

 conda install -c conda-forge geomstats

ktrain (🥉29 · ⭐ 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 16 · 🔀 270 · 📦 480 · 📋 480 - 0% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 18.11.2023):
```
 pip install ktrain
```

Neural Tangents (🥉27 · ⭐ 2.1K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 29 · 🔀 230 · 📥 340 · 📦 90 · 📋 150 - 39% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 2.3K / month · 📦 1 · ⏱️ 24.08.2023):
```
 pip install neural-tangents
```

Towhee (🥉25 · ⭐ 2.9K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 34 · 🔀 250 · 📥 2.6K · 📋 650 - 1% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 3.1K / month · ⏱️ 04.12.2023):
```
 pip install towhee
```

Objax (🥉25 · ⭐ 750) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 26 · 🔀 78 · 📦 43 · 📋 110 - 45% open · ⏱️ 06.11.2023):
```
 git clone https://github.com/google/objax
```
PyPi (📥 2.8K / month · 📦 4 · ⏱️ 06.11.2023):
```
 pip install objax
```

Torchbearer (🥉25 · ⭐ 630 · 📈) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 14 · 🔀 68 · 📦 84 · 📋 250 - 4% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 01.12.2023):
```
 pip install torchbearer
```

pyRiemann (🥉25 · ⭐ 540) - Machine learning for multivariate data analysis through the.. BSD-3

GitHub (👨‍💻 28 · 🔀 150 · 📦 290 · 📋 100 - 7% open · ⏱️ 13.10.2023):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 26K / month · 📦 18 · ⏱️ 17.07.2022):
```
 pip install pyriemann
```

Conda (📥 4.7K · ⏱️ 20.06.2023):

 conda install -c conda-forge pyriemann

NeuPy (🥉24 · ⭐ 740 · 💤) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT

GitHub (👨‍💻 8 · 🔀 160 · 📦 160 · 📋 270 - 12% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/itdxer/neupy
```
PyPi (📥 4.6K / month · 📦 13 · ⏱️ 04.04.2019):
```
 pip install neupy
```

fklearn (🥉23 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 55 · 🔀 160 · 📦 13 · 📋 60 - 58% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 480 / month · ⏱️ 09.11.2023):
```
 pip install fklearn
```

NeoML (🥉23 · ⭐ 740) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 35 · 🔀 120 · 📋 83 - 39% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 240 / month · ⏱️ 01.11.2023):
```
 pip install neoml
```

chefboost (🥉20 · ⭐ 420) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 6 · 🔀 96 · 📦 51 · 📋 32 - 15% open · ⏱️ 31.10.2023):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 1.5K / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

ThunderSVM (🥉19 · ⭐ 1.5K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 35 · 🔀 210 · 📥 2.7K · 📋 220 - 32% open · ⏱️ 15.09.2023):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 400 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

ThunderGBM (🥉15 · ⭐ 680) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 11 · 🔀 87 · 📦 2 · 📋 78 - 46% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 78 / month · ⏱️ 19.09.2022):
```
 pip install thundergbm
```

Show 14 hidden projects...

dlib (🥈39 · ⭐ 12K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
MindsDB (🥈34 · ⭐ 19K) - MindsDB connects AI models to real time data. ❗️GPL-3.0
Turi Create (🥉33 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
Chainer (🥉33 · ⭐ 5.8K · 💀) - A flexible framework of neural networks for deep learning. MIT
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉30 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
NuPIC (🥉28 · ⭐ 6.3K) - Numenta Platform for Intelligent Computing is an implementation of.. ❗️AGPL-3.0
Lasagne (🥉28 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (🥉26 · ⭐ 3K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3.1K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
mace (🥉22 · ⭐ 4.8K · 💀) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
elegy (🥉17 · ⭐ 460 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 3.9K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇50 · ⭐ 19K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.6K · 🔀 7.3K · 📦 1M · 📋 10K - 14% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 45M / month · 📦 63K · ⏱️ 18.11.2023):
```
 pip install matplotlib
```

Conda (📥 21M · ⏱️ 20.11.2023):

 conda install -c conda-forge matplotlib

Bokeh (🥇45 · ⭐ 18K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 680 · 🔀 4.2K · 📦 80K · 📋 7.5K - 10% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.6M / month · 📦 3.8K · ⏱️ 01.12.2023):
```
 pip install bokeh
```
Conda (📥 13M · ⏱️ 01.12.2023):
```
 conda install -c conda-forge bokeh
```

Plotly (🥇44 · ⭐ 15K) - The interactive graphing library for Python This project now includes.. MIT

GitHub (👨‍💻 250 · 🔀 2.4K · 📦 220K · 📋 2.8K - 50% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 12M / month · 📦 5.4K · ⏱️ 25.10.2023):
```
 pip install plotly
```
Conda (📥 5.1M · ⏱️ 25.10.2023):
```
 conda install -c conda-forge plotly
```
npm (📥 52K / month · 📦 6 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Seaborn (🥇44 · ⭐ 11K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 210 · 🔀 1.8K · 📥 330 · 📦 330K · 📋 2.4K - 4% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 13M / month · 📦 11K · ⏱️ 29.09.2023):
```
 pip install seaborn
```
Conda (📥 7.9M · ⏱️ 02.10.2023):
```
 conda install -c conda-forge seaborn
```

Altair (🥇42 · ⭐ 8.6K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 160 · 🔀 780 · 📥 91 · 📦 92K · 📋 1.9K - 9% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 15M / month · 📦 630 · ⏱️ 28.11.2023):
```
 pip install altair
```
Conda (📥 2.1M · ⏱️ 05.12.2023):
```
 conda install -c conda-forge altair
```

dash (🥇40 · ⭐ 20K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 140 · 🔀 2K · 📥 9 · 📦 55K · 📋 1.6K - 48% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 2.3M / month · 📦 1.4K · ⏱️ 28.11.2023):
```
 pip install dash
```
Conda (📥 1.2M · ⏱️ 28.11.2023):
```
 conda install -c conda-forge dash
```

pyecharts (🥈37 · ⭐ 14K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 39 · 🔀 2.8K · 📦 3.6K · 📋 1.8K - 0% open · ⏱️ 21.08.2023):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 150K / month · 📦 250 · ⏱️ 21.08.2023):
```
 pip install pyecharts
```

pandas-profiling (🥈37 · ⭐ 12K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📥 14 · 📦 2K · 📋 750 - 26% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 670K / month · 📦 200 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (📥 410K · ⏱️ 16.06.2023):

 conda install -c conda-forge pandas-profiling

PyQtGraph (🥈36 · ⭐ 3.5K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 260 · 🔀 1K · 📦 8.4K · 📋 1.2K - 29% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 170K / month · 📦 960 · ⏱️ 14.04.2023):
```
 pip install pyqtgraph
```

Conda (📥 490K · ⏱️ 16.06.2023):

 conda install -c conda-forge pyqtgraph

PyVista (🥈36 · ⭐ 2.1K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 150 · 🔀 390 · 📥 790 · 📦 2.4K · 📋 1.4K - 29% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 220K / month · 📦 240 · ⏱️ 07.12.2023):
```
 pip install pyvista
```
Conda (📥 430K · ⏱️ 07.12.2023):
```
 conda install -c conda-forge pyvista
```

Graphviz (🥈36 · ⭐ 1.5K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 22 · 🔀 200 · 📦 57K · 📋 170 - 5% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 7.9M / month · 📦 3.4K · ⏱️ 23.07.2022):
```
 pip install graphviz
```

Conda (📥 42K · ⏱️ 06.12.2023):

 conda install -c anaconda python-graphviz

VisPy (🥈35 · ⭐ 3.2K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 190 · 🔀 610 · 📦 1.3K · 📋 1.4K - 22% open · ⏱️ 31.10.2023):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 400K / month · 📦 140 · ⏱️ 03.10.2023):
```
 pip install vispy
```
Conda (📥 440K · ⏱️ 04.10.2023):
```
 conda install -c conda-forge vispy
```
npm (📥 11 / month · 📦 1 · ⏱️ 15.03.2020):
```
 npm install vispy
```

HoloViews (🥈35 · ⭐ 2.5K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 140 · 🔀 380 · 📋 3.1K - 33% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 320K / month · 📦 270 · ⏱️ 06.12.2023):
```
 pip install holoviews
```

Conda (📥 1.5M · ⏱️ 08.11.2023):

 conda install -c conda-forge holoviews

npm (📥 660 / month · 📦 2 · ⏱️ 16.08.2023):
```
 npm install @pyviz/jupyterlab_pyviz
```

FiftyOne (🥈34 · ⭐ 5.5K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 100 · 🔀 440 · 📦 450 · 📋 1.4K - 33% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 42K / month · 📦 10 · ⏱️ 05.12.2023):
```
 pip install fiftyone
```

wordcloud (🥈33 · ⭐ 9.8K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 72 · 🔀 2.3K · 📦 21 · 📋 520 - 20% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 1.4M / month · 📦 830 · ⏱️ 18.05.2023):
```
 pip install wordcloud
```

Conda (📥 450K · ⏱️ 07.07.2023):

 conda install -c conda-forge wordcloud

UMAP (🥈33 · ⭐ 6.6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 130 · 🔀 750 · 📦 1 · 📋 760 - 56% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 860K / month · 📦 520 · ⏱️ 18.11.2023):
```
 pip install umap-learn
```

Conda (📥 2.3M · ⏱️ 18.11.2023):

 conda install -c conda-forge umap-learn

plotnine (🥈33 · ⭐ 3.6K) - A Grammar of Graphics for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📦 6.3K · 📋 590 - 13% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 1.9M / month · 📦 260 · ⏱️ 06.11.2023):
```
 pip install plotnine
```
Conda (📥 330K · ⏱️ 06.11.2023):
```
 conda install -c conda-forge plotnine
```

datashader (🥈33 · ⭐ 3.1K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 54 · 🔀 360 · 📦 3.3K · 📋 570 - 22% open · ⏱️ 27.10.2023):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 74K / month · 📦 120 · ⏱️ 31.10.2023):
```
 pip install datashader
```

Conda (📥 730K · ⏱️ 27.10.2023):

 conda install -c conda-forge datashader

Perspective (🥈31 · ⭐ 7K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 93 · 🔀 890 · 📥 1.7K · 📦 100 · 📋 700 - 13% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 5.9K / month · 📦 14 · ⏱️ 29.11.2023):
```
 pip install perspective-python
```

Conda (📥 490K · ⏱️ 04.12.2023):

 conda install -c conda-forge perspective

npm (📥 850 / month · 📦 3 · ⏱️ 29.11.2023):
```
 npm install @finos/perspective-jupyterlab
```

D-Tale (🥈31 · ⭐ 4.4K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 30 · 🔀 370 · 📦 950 · 📋 550 - 9% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 130K / month · 📦 23 · ⏱️ 29.11.2023):
```
 pip install dtale
```
Conda (📥 260K · ⏱️ 29.11.2023):
```
 conda install -c conda-forge dtale
```

hvPlot (🥈31 · ⭐ 830) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 44 · 🔀 88 · 📦 4K · 📋 680 - 43% open · ⏱️ 14.11.2023):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 120K / month · 📦 97 · ⏱️ 16.10.2023):
```
 pip install hvplot
```
Conda (📥 510K · ⏱️ 16.10.2023):
```
 conda install -c conda-forge hvplot
```

lets-plot (🥉30 · ⭐ 1.3K) - Multiplatform plotting library based on Grammar of Graphics. MIT

GitHub (👨‍💻 20 · 🔀 47 · 📥 550 · 📦 51 · 📋 460 - 25% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 29K / month · 📦 2 · ⏱️ 03.11.2023):
```
 pip install lets-plot
```

bqplot (🥉29 · ⭐ 3.5K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 64 · 🔀 470 · 📦 51 · 📋 620 - 40% open · ⏱️ 04.10.2023):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 120K / month · 📦 100 · ⏱️ 17.10.2023):
```
 pip install bqplot
```
Conda (📥 1.2M · ⏱️ 06.11.2023):
```
 conda install -c conda-forge bqplot
```
npm (📥 3.6K / month · 📦 16 · ⏱️ 17.10.2023):
```
 npm install bqplot
```

Sweetviz (🥉29 · ⭐ 2.7K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 11 · 🔀 260 · 📦 1.9K · 📋 130 - 25% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 66K / month · 📦 14 · ⏱️ 29.11.2023):
```
 pip install sweetviz
```
Conda (📥 26K · ⏱️ 04.12.2023):
```
 conda install -c conda-forge sweetviz
```

mpld3 (🥉29 · ⭐ 2.3K · 💤) - D3 Renderings of Matplotlib Graphics. BSD-3

GitHub (👨‍💻 51 · 🔀 360 · 📦 5.3K · 📋 360 - 60% open · ⏱️ 10.12.2022):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 410K / month · 📦 410 · ⏱️ 10.12.2022):
```
 pip install mpld3
```
Conda (📥 190K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mpld3
```
npm (📥 430 / month · 📦 8 · ⏱️ 10.12.2022):
```
 npm install mpld3
```

data-validation (🥉29 · ⭐ 740) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 25 · 🔀 150 · 📥 640 · 📦 770 · 📋 180 - 20% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 190K / month · 📦 30 · ⏱️ 14.08.2023):
```
 pip install tensorflow-data-validation
```

Facets Overview (🥉28 · ⭐ 7.2K · 💤) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 31 · 🔀 910 · 📦 200 · 📋 160 - 50% open · ⏱️ 24.05.2023):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 200K / month · 📦 8 · ⏱️ 24.05.2023):
```
 pip install facets-overview
```

missingno (🥉28 · ⭐ 3.7K · 💤) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 18 · 🔀 460 · 📦 14K · 📋 130 - 6% open · ⏱️ 26.02.2023):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 440K / month · 📦 140 · ⏱️ 26.02.2023):
```
 pip install missingno
```

Conda (📥 310K · ⏱️ 16.06.2023):

 conda install -c conda-forge missingno

AutoViz (🥉27 · ⭐ 1.5K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 14 · 🔀 190 · 📦 580 · 📋 87 - 6% open · ⏱️ 05.11.2023):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 310K / month · 📦 7 · ⏱️ 30.10.2023):
```
 pip install autoviz
```
Conda (📥 45K · ⏱️ 21.07.2023):
```
 conda install -c conda-forge autoviz
```

openTSNE (🥉27 · ⭐ 1.3K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 11 · 🔀 160 · 📦 700 · 📋 130 - 1% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 30K / month · 📦 18 · ⏱️ 29.11.2023):
```
 pip install opentsne
```
Conda (📥 230K · ⏱️ 29.11.2023):
```
 conda install -c conda-forge opentsne
```

pythreejs (🥉27 · ⭐ 910 · 💤) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 30 · 🔀 180 · 📦 28 · 📋 240 - 25% open · ⏱️ 20.02.2023):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 60K / month · 📦 57 · ⏱️ 20.02.2023):
```
 pip install pythreejs
```

Conda (📥 520K · ⏱️ 16.06.2023):

 conda install -c conda-forge pythreejs

npm (📥 3.8K / month · 📦 11 · ⏱️ 20.02.2023):
```
 npm install jupyter-threejs
```

Plotly-Resampler (🥉26 · ⭐ 860) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 11 · 🔀 55 · 📦 740 · 📋 150 - 26% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 370K / month · 📦 11 · ⏱️ 02.12.2023):
```
 pip install plotly-resampler
```

Conda (📥 32K · ⏱️ 11.08.2023):

 conda install -c conda-forge plotly-resampler

Chartify (🥉25 · ⭐ 3.4K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 25 · 🔀 310 · 📦 73 · 📋 80 - 60% open · ⏱️ 12.10.2023):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 3.3K / month · 📦 10 · ⏱️ 12.10.2023):
```
 pip install chartify
```
Conda (📥 29K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge chartify
```

HiPlot (🥉25 · ⭐ 2.6K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 9 · 🔀 130 · 📦 360 · 📋 92 - 20% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 26K / month · 📦 15 · ⏱️ 05.07.2022):
```
 pip install hiplot
```
Conda (📥 170K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hiplot
```

Multicore-TSNE (🥉25 · ⭐ 1.8K · 💤) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 17 · 🔀 230 · 📦 410 · 📋 66 - 68% open · ⏱️ 26.05.2023):
```
 git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 11K / month · 📦 22 · ⏱️ 09.01.2019):
```
 pip install MulticoreTSNE
```

Conda (📥 31K · ⏱️ 11.10.2023):

 conda install -c conda-forge multicore-tsne

vega (🥉24 · ⭐ 360) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 15 · 🔀 62 · 📦 3 · 📋 100 - 12% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 8.2K / month · 📦 83 · ⏱️ 12.04.2023):
```
 pip install vega
```
Conda (📥 570K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge vega
```

Pandas-Bokeh (🥉23 · ⭐ 870 · 💤) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 15 · 🔀 100 · 📦 550 · 📋 100 - 33% open · ⏱️ 06.03.2023):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 20K / month · 📦 12 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 660) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 160 · 📥 25 · 📦 160 · 📋 140 - 25% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 42K / month · 📦 25 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 79K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-ternary

Popmon (🥉21 · ⭐ 480) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 17 · 🔀 35 · 📥 130 · 📦 20 · 📋 55 - 27% open · ⏱️ 18.07.2023):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 9.1K / month · 📦 2 · ⏱️ 18.07.2023):
```
 pip install popmon
```

PDPbox (🥉20 · ⭐ 790) - python partial dependence plot toolbox. MIT

GitHub (👨‍💻 7 · 🔀 130 · 📋 66 - 40% open · ⏱️ 05.06.2023):
```
 git clone https://github.com/SauceCat/PDPbox
```
PyPi (📥 25K / month · 📦 26 · ⏱️ 14.03.2021):
```
 pip install pdpbox
```
Conda (📥 20K · ⏱️ 10.06.2023):
```
 conda install -c conda-forge pdpbox
```

ivis (🥉20 · ⭐ 300) - Dimensionality reduction in very large datasets using Siamese.. Apache-2

GitHub (👨‍💻 10 · 🔀 41 · 📦 31 · 📋 59 - 5% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/beringresearch/ivis
```
PyPi (📥 200 / month · 📦 2 · ⏱️ 10.03.2022):
```
 pip install ivis
```

Show 13 hidden projects...

cartopy (🥈34 · ⭐ 1.3K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.9K · 💀) - Productivity Tools for Plotly + Pandas. MIT
HyperTools (🥉25 · ⭐ 1.8K · 💀) - A Python toolbox for gaining geometric insights into high-.. MIT
PandasGUI (🥉24 · ⭐ 3.1K) - A GUI for Pandas DataFrames. ❗️MIT-0
pivottablejs (🥉23 · ⭐ 630 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (🥉21 · ⭐ 500 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
PyWaffle (🥉20 · ⭐ 560 · 💀) - Make Waffle Charts in Python. MIT
vegafusion (🥉20 · ⭐ 280) - Serverside scaling for Vega and Altair visualizations. BSD-3
animatplot (🥉18 · ⭐ 400 · 💀) - A python package for animating plots build on matplotlib. MIT
data-describe (🥉17 · ⭐ 290 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (🥉15 · ⭐ 220 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉12 · ⭐ 30 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

transformers (🥇50 · ⭐ 120K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 2.3K · 🔀 23K · 📦 120K · 📋 14K - 6% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 18M / month · 📦 2.5K · ⏱️ 15.11.2023):
```
 pip install transformers
```

Conda (📥 1.5M · ⏱️ 17.11.2023):

 conda install -c conda-forge transformers

spaCy (🥇45 · ⭐ 28K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 740 · 🔀 4.2K · 📦 76K · 📋 5.5K - 1% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 6.7M / month · 📦 2.9K · ⏱️ 16.10.2023):
```
 pip install spacy
```
Conda (📥 3.3M · ⏱️ 05.11.2023):
```
 conda install -c conda-forge spacy
```

nltk (🥇43 · ⭐ 13K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 440 · 🔀 2.8K · 📦 240K · 📋 1.8K - 15% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 13M / month · 📦 13K · ⏱️ 20.07.2023):
```
 pip install nltk
```
Conda (📥 2.4M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nltk
```

Rasa (🥇41 · ⭐ 17K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 590 · 🔀 4.5K · 📦 3.8K · 📋 6.8K - 1% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 140K / month · 📦 67 · ⏱️ 05.12.2023):
```
 pip install rasa
```

gensim (🥇40 · ⭐ 15K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 450 · 🔀 4.4K · 📥 4.5K · 📦 53K · 📋 1.8K - 20% open · ⏱️ 01.10.2023):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 3.9M / month · 📦 3.1K · ⏱️ 24.08.2023):
```
 pip install gensim
```
Conda (📥 1.2M · ⏱️ 24.08.2023):
```
 conda install -c conda-forge gensim
```

flair (🥇39 · ⭐ 13K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 250 · 🔀 2K · 📦 2.9K · 📋 2.2K - 2% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 160K / month · 📦 93 · ⏱️ 28.10.2023):
```
 pip install flair
```

Conda (📥 22K · ⏱️ 23.07.2023):

 conda install -c conda-forge python-flair

sentence-transformers (🥇37 · ⭐ 13K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 120 · 🔀 2.1K · 📦 20K · 📋 1.8K - 56% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2.9M / month · 📦 590 · ⏱️ 26.06.2022):
```
 pip install sentence-transformers
```

Conda (📥 190K · ⏱️ 16.06.2023):

 conda install -c conda-forge sentence-transformers

Tokenizers (🥇37 · ⭐ 7.9K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 82 · 🔀 670 · 📥 33 · 📦 52K · 📋 880 - 33% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 16M / month · 📦 360 · ⏱️ 14.11.2023):
```
 pip install tokenizers
```

Conda (📥 1.4M · ⏱️ 16.11.2023):

 conda install -c conda-forge tokenizers

fairseq (🥇36 · ⭐ 28K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 420 · 🔀 6.1K · 📥 320 · 📦 2.4K · 📋 4.1K - 26% open · ⏱️ 10.10.2023):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 370K / month · 📦 69 · ⏱️ 27.06.2022):
```
 pip install fairseq
```
Conda (📥 57K · ⏱️ 03.12.2023):
```
 conda install -c conda-forge fairseq
```

NeMo (🥇36 · ⭐ 8.6K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 260 · 🔀 1.9K · 📥 100K · 📦 21 · 📋 1.9K - 4% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 37K / month · 📦 10 · ⏱️ 25.10.2023):
```
 pip install nemo-toolkit
```

spark-nlp (🥇36 · ⭐ 3.5K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 110 · 🔀 680 · 📦 370 · 📋 840 - 5% open · ⏱️ 14.11.2023):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 3.8M / month · 📦 30 · ⏱️ 26.10.2023):
```
 pip install spark-nlp
```

fastText (🥈35 · ⭐ 25K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 67 · 🔀 4.6K · 📦 5.3K · 📋 1.2K - 47% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 900K / month · 📦 220 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 69K · ⏱️ 26.09.2023):
```
 conda install -c conda-forge fasttext
```

haystack (🥈35 · ⭐ 12K) - LLM orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 220 · 🔀 1.5K · 📥 23 · 📦 40 · 📋 2.8K - 14% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 2.3K / month · 📦 87 · ⏱️ 15.12.2021):
```
 pip install haystack
```

TextBlob (🥈35 · ⭐ 8.8K · 💤) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT

GitHub (👨‍💻 36 · 🔀 1.1K · 📥 110 · 📦 34K · 📋 270 - 42% open · ⏱️ 11.03.2023):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 600K / month · 📦 1.4K · ⏱️ 22.10.2021):
```
 pip install textblob
```
Conda (📥 240K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge textblob
```

sentencepiece (🥈35 · ⭐ 8.6K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 79 · 🔀 1K · 📥 32K · 📦 48K · 📋 680 - 5% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 11M / month · 📦 910 · ⏱️ 02.05.2023):
```
 pip install sentencepiece
```

Conda (📥 680K · ⏱️ 02.11.2023):

 conda install -c conda-forge sentencepiece

stanza (🥈35 · ⭐ 6.9K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2

GitHub (👨‍💻 66 · 🔀 900 · 📦 2.3K · 📋 830 - 9% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 190K / month · 📦 93 · ⏱️ 03.12.2023):
```
 pip install stanza
```
Conda (📥 7.3K · ⏱️ 16.06.2023):
```
 conda install -c stanfordnlp stanza
```

OpenNMT (🥈34 · ⭐ 6.4K) - Open Source Neural Machine Translation and (Large) Language Models.. MIT

GitHub (👨‍💻 190 · 🔀 2.2K · 📦 240 · 📋 1.4K - 1% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 5.1K / month · 📦 10 · ⏱️ 02.11.2023):
```
 pip install OpenNMT-py
```

litellm (🥈34 · ⭐ 3.5K · 🐣) - Call all LLM APIs using the OpenAI format. Use.. MIT o t h e r s

GitHub (👨‍💻 69 · 🔀 310 · 📦 530 · 📋 870 - 16% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/BerriAI/litellm
```
PyPi (📥 200K / month · 📦 42 · ⏱️ 07.12.2023):
```
 pip install litellm
```

rubrix (🥈34 · ⭐ 2.7K) - Argilla: the open-source feedback platform for LLMs. Apache-2

GitHub (👨‍💻 74 · 🔀 270 · 📦 2.1K · 📋 1.7K - 12% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 730 / month · ⏱️ 24.10.2022):
```
 pip install rubrix
```
Conda (📥 28K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge rubrix
```

TensorFlow Text (🥈34 · ⭐ 1.2K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 110 · 🔀 310 · 📦 6.1K · 📋 320 - 49% open · ⏱️ 17.10.2023):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.4M / month · 📦 130 · ⏱️ 15.11.2023):
```
 pip install tensorflow-text
```

torchtext (🥈33 · ⭐ 3.4K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 150 · 🔀 820 · 📋 820 - 37% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 360K / month · 📦 490 · ⏱️ 15.11.2023):
```
 pip install torchtext
```

jellyfish (🥈33 · ⭐ 1.9K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 31 · 🔀 160 · 📦 7.5K · 📋 130 - 5% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.4M / month · 📦 450 · ⏱️ 17.11.2023):
```
 pip install jellyfish
```

Conda (📥 760K · ⏱️ 17.11.2023):

 conda install -c conda-forge jellyfish

snowballstemmer (🥈33 · ⭐ 700) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 34 · 🔀 170 · 📦 5 · 📋 89 - 34% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 11M / month · 📦 6.8K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 7.5M · ⏱️ 16.06.2023):

 conda install -c conda-forge snowballstemmer

DeepPavlov (🥈32 · ⭐ 6.4K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 76 · 🔀 1.1K · 📦 370 · 📋 630 - 2% open · ⏱️ 17.10.2023):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 17.10.2023):
```
 pip install deeppavlov
```

ftfy (🥈32 · ⭐ 3.6K) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2

GitHub (👨‍💻 18 · 🔀 150 · 📦 15K · 📋 140 - 12% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 3.5M / month · 📦 620 · ⏱️ 21.11.2023):
```
 pip install ftfy
```
Conda (📥 280K · ⏱️ 22.11.2023):
```
 conda install -c conda-forge ftfy
```

ParlAI (🥈31 · ⭐ 10K · 📉) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 220 · 🔀 2.1K · 📦 21 · 📋 1.5K - 3% open · ⏱️ 03.11.2023):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 2.6K / month · 📦 5 · ⏱️ 20.09.2022):
```
 pip install parlai
```

spacy-transformers (🥈31 · ⭐ 1.3K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 22 · 🔀 160 · 📦 1.4K · ⏱️ 04.12.2023):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 240K / month · 📦 43 · ⏱️ 08.11.2023):
```
 pip install spacy-transformers
```

Conda (📥 25K · ⏱️ 09.11.2023):

 conda install -c conda-forge spacy-transformers

Dedupe (🥈30 · ⭐ 3.9K · 💤) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 70 · 🔀 520 · 📦 310 · 📋 800 - 9% open · ⏱️ 17.02.2023):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 63K / month · 📦 49 · ⏱️ 17.02.2023):
```
 pip install dedupe
```
Conda (📥 41K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dedupe
```

GluonNLP (🥈30 · ⭐ 2.5K · 💤) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

GitHub (👨‍💻 86 · 🔀 520 · 📦 1.4K · 📋 560 - 46% open · ⏱️ 25.12.2022):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 80K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

SciSpacy (🥈30 · ⭐ 1.5K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 32 · 🔀 200 · 📦 800 · 📋 300 - 10% open · ⏱️ 20.10.2023):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 26K / month · 📦 30 · ⏱️ 30.09.2023):
```
 pip install scispacy
```

TextDistance (🥈29 · ⭐ 3.2K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 14 · 🔀 250 · 📥 970 · 📦 5.3K · ⏱️ 28.09.2023):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 410K / month · 📦 65 · ⏱️ 28.09.2023):
```
 pip install textdistance
```

Conda (📥 500K · ⏱️ 16.06.2023):

 conda install -c conda-forge textdistance

qdrant (🥈28 · ⭐ 15K) - Qdrant - High-performance, massive-scale Vector Database for the next.. Apache-2

GitHub (👨‍💻 78 · 🔀 820 · 📥 5.9K · 📋 820 - 20% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/qdrant/qdrant
```

Sumy (🥈28 · ⭐ 3.3K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 30 · 🔀 520 · 📦 2.3K · 📋 120 - 15% open · ⏱️ 10.11.2023):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 28K / month · 📦 110 · ⏱️ 23.10.2022):
```
 pip install sumy
```
Conda (📥 7.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sumy
```

DeepKE (🥈28 · ⭐ 2.5K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT

GitHub (👨‍💻 30 · 🔀 580 · 📦 20 · ⏱️ 04.12.2023):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 620 / month · ⏱️ 21.09.2023):
```
 pip install deepke
```

CLTK (🥈28 · ⭐ 810) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 320 · 📥 48 · 📦 250 · 📋 560 - 6% open · ⏱️ 04.11.2023):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 920 / month · 📦 42 · ⏱️ 04.11.2023):
```
 pip install cltk
```

fastNLP (🥉27 · ⭐ 3K · 💤) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2

GitHub (👨‍💻 61 · 🔀 460 · 📥 75 · 📦 160 · 📋 220 - 28% open · ⏱️ 13.12.2022):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 38K / month · 📦 2 · ⏱️ 31.10.2022):
```
 pip install fastnlp
```

PyTextRank (🥉27 · ⭐ 2.1K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 19 · 🔀 390 · 📦 530 · 📋 100 - 12% open · ⏱️ 22.08.2023):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 45K / month · 📦 17 · ⏱️ 07.08.2023):
```
 pip install pytextrank
```

Ciphey (🥉26 · ⭐ 14K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub (👨‍💻 48 · 🔀 880 · 📋 320 - 17% open · ⏱️ 12.10.2023):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 45K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 21K · ⭐ 14 · ⏱️ 14.10.2023):
```
 docker pull remnux/ciphey
```

OpenPrompt (🥉26 · ⭐ 3.9K · 💤) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 22 · 🔀 410 · 📦 92 · 📋 250 - 29% open · ⏱️ 06.05.2023):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install openprompt
```

promptsource (🥉26 · ⭐ 2.3K) - Toolkit for creating, sharing and using natural language.. Apache-2

GitHub (👨‍💻 65 · 🔀 300 · 📦 70 · 📋 200 - 24% open · ⏱️ 23.10.2023):
```
 git clone https://github.com/bigscience-workshop/promptsource
```
PyPi (📥 9.5K / month · 📦 1 · ⏱️ 18.04.2022):
```
 pip install promptsource
```

pytorch-nlp (🥉25 · ⭐ 2.2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 18 · 🔀 260 · 📦 600 · 📋 69 - 27% open · ⏱️ 04.07.2023):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 8.6K / month · 📦 19 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

scattertext (🥉25 · ⭐ 2.2K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 280 · 📦 470 · 📋 99 - 21% open · ⏱️ 05.09.2023):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 11K / month · 📦 10 · ⏱️ 18.04.2023):
```
 pip install scattertext
```

Conda (📥 85K · ⏱️ 16.06.2023):

 conda install -c conda-forge scattertext

T5 (🥉24 · ⭐ 5.6K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 58 · 🔀 730 · 📋 450 - 23% open · ⏱️ 30.11.2023):

 git clone https://github.com/google-research/text-to-text-transfer-transformer

PyPi (📥 40K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

sense2vec (🥉24 · ⭐ 1.6K · 💤) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 19 · 🔀 240 · 📥 61K · 📦 300 · 📋 110 - 19% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 1.8K / month · 📦 13 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 35K · ⏱️ 22.09.2023):

 conda install -c conda-forge sense2vec

Texthero (🥉23 · ⭐ 2.8K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 21 · 🔀 240 · 📥 120 · 📋 140 - 55% open · ⏱️ 29.08.2023):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 01.07.2021):
```
 pip install texthero
```

detoxify (🥉23 · ⭐ 770) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 11 · 🔀 100 · 📥 320K · 📦 460 · 📋 59 - 59% open · ⏱️ 23.08.2023):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 20K / month · 📦 10 · ⏱️ 19.12.2022):
```
 pip install detoxify
```

happy-transformer (🥉23 · ⭐ 480) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 62 · 📦 210 · 📋 130 - 14% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 3K / month · 📦 5 · ⏱️ 05.08.2023):
```
 pip install happytransformer
```

fast-bert (🥉22 · ⭐ 1.8K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 250 - 62% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 27.07.2023):
```
 pip install fast-bert
```

YouTokenToMe (🥉22 · ⭐ 920 · 💤) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 8 · 🔀 79 · 📦 570 · 📋 63 - 57% open · ⏱️ 29.03.2023):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 40K / month · 📦 23 · ⏱️ 12.02.2020):
```
 pip install youtokentome
```

Conda (📥 39K · ⏱️ 27.09.2023):

 conda install -c conda-forge youtokentome

finetune (🥉22 · ⭐ 690) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 21 · 🔀 78 · 📦 11 · 📋 140 - 15% open · ⏱️ 17.10.2023):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 140 / month · 📦 2 · ⏱️ 29.09.2023):
```
 pip install finetune
```

Sockeye (🥉21 · ⭐ 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 60 · 🔀 330 · 📥 17 · 📋 300 - 1% open · ⏱️ 17.10.2023):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 470 / month · 📦 2 · ⏱️ 03.03.2023):
```
 pip install sockeye
```

lightseq (🥉20 · ⭐ 3K · 💤) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 17 · 🔀 310 · 📥 670 · 📋 280 - 61% open · ⏱️ 10.05.2023):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 03.11.2022):
```
 pip install lightseq
```

small-text (🥉20 · ⭐ 500) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 4 · 🔀 53 · 📦 24 · 📋 43 - 25% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 780 / month · ⏱️ 19.08.2023):
```
 pip install small-text
```

Conda (📥 4.9K · ⏱️ 19.08.2023):

 conda install -c conda-forge small-text

UForm (🥉20 · ⭐ 450) - Multi-Modal AI library for Multi-Lingual Text, Image, and Video.. Apache-2

GitHub (👨‍💻 9 · 🔀 21 · 📦 10 · ⏱️ 13.10.2023):
```
 git clone https://github.com/unum-cloud/uform
```
PyPi (📥 600 / month · ⏱️ 13.10.2023):
```
 pip install uform
```

textaugment (🥉20 · ⭐ 350) - TextAugment: Text Augmentation Library. MIT

GitHub (👨‍💻 8 · 🔀 57 · 📥 62 · 📦 70 · 📋 29 - 37% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/dsfsi/textaugment
```
PyPi (📥 4.8K / month · 📦 4 · ⏱️ 16.11.2023):
```
 pip install textaugment
```

OpenNRE (🥉16 · ⭐ 4.1K · 💤) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 12 · 🔀 1K · 📋 360 - 3% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/thunlp/OpenNRE
```

TextBox (🥉16 · ⭐ 1K · 💤) - TextBox 2.0 is a text generation library with pre-trained language.. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 5 · 📋 70 - 4% open · ⏱️ 18.05.2023):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (⏱️ 15.04.2021):
```
 pip install textbox
```

VizSeq (🥉15 · ⭐ 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 57 · 📦 9 · 📋 16 - 43% open · ⏱️ 27.10.2023):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 78 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 44 hidden projects...

ChatterBot (🥈35 · ⭐ 14K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
AllenNLP (🥈35 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
fuzzywuzzy (🥈33 · ⭐ 9K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
english-words (🥈29 · ⭐ 9.6K · 💀) - A text file containing 479k English words for all your.. Unlicense
nlpaug (🥈29 · ⭐ 4.2K · 💀) - Data augmentation for NLP. MIT
polyglot (🥈28 · ⭐ 2.2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
langid (🥈28 · ⭐ 2.2K · 💀) - Stand-alone language identification system. BSD-3
underthesea (🥈28 · ⭐ 1.3K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
flashtext (🥉27 · ⭐ 5.5K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
vaderSentiment (🥉27 · ⭐ 4.1K · 💀) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
textacy (🥉27 · ⭐ 2.1K · 💤) - NLP, before and after spaCy. ❗Unlicensed
FARM (🥉27 · ⭐ 1.7K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
PyText (🥉25 · ⭐ 6.4K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
Snips NLU (🥉25 · ⭐ 3.8K · 💀) - Snips Python library to extract meaning from text. Apache-2
neuralcoref (🥉25 · ⭐ 2.8K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
MatchZoo (🥉24 · ⭐ 3.8K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
pySBD (🥉24 · ⭐ 680 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
whoosh (🥉24 · ⭐ 480 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
Kashgari (🥉23 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
DeepMatcher (🥉22 · ⭐ 4.9K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
gpt-2-simple (🥉22 · ⭐ 3.3K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
Texar (🥉22 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
jiant (🥉22 · ⭐ 1.6K · 💀) - jiant is an nlp toolkit. MIT
stop-words (🥉22 · ⭐ 150 · 💀) - Get list of common stop words in various languages in Python. BSD-3
NLP Architect (🥉21 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
DELTA (🥉21 · ⭐ 1.6K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
numerizer (🥉20 · ⭐ 210 · 💤) - A Python module to convert natural language numerics into ints and.. MIT
fastT5 (🥉19 · ⭐ 510 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textpipe (🥉19 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉18 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
Camphr (🥉18 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
nboost (🥉17 · ⭐ 670 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
Translate (🥉16 · ⭐ 810 · 💀) - Translate - a PyTorch Language Library. BSD-3
skift (🥉16 · ⭐ 230 · 💀) - scikit-learn wrappers for Python fastText. MIT
BLINK (🥉14 · ⭐ 1.1K · 💀) - Entity Linker solution. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
NeuralQA (🥉14 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 240 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 190 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉12 · ⭐ 93 · 💤) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

Pillow (🥇47 · ⭐ 11K) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 450 · 🔀 2.1K · 📦 1.5M · 📋 3K - 3% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 74M / month · 📦 67K · ⏱️ 15.10.2023):
```
 pip install Pillow
```
Conda (📥 35M · ⏱️ 16.10.2023):
```
 conda install -c conda-forge pillow
```

torchvision (🥇42 · ⭐ 15K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 560 · 🔀 6.8K · 📥 34K · 📦 21 · 📋 3.2K - 29% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 10M / month · 📦 4.8K · ⏱️ 15.11.2023):
```
 pip install torchvision
```

Conda (📥 940K · ⏱️ 29.11.2023):

 conda install -c conda-forge torchvision

PyTorch Image Models (🥇41 · ⭐ 28K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 120 · 🔀 4.4K · 📥 5.9M · 📦 20K · 📋 820 - 8% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 3.5M / month · 📦 350 · ⏱️ 24.11.2023):
```
 pip install timm
```
Conda (📥 110K · ⏱️ 25.11.2023):
```
 conda install -c conda-forge timm
```

MMDetection (🥇39 · ⭐ 26K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 470 · 🔀 9K · 📦 2K · 📋 7.8K - 15% open · ⏱️ 12.10.2023):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 180K / month · 📦 32 · ⏱️ 12.10.2023):
```
 pip install mmdet
```

Kornia (🥇38 · ⭐ 8.9K) - Geometric Computer Vision Library for AI. Apache-2

GitHub (👨‍💻 240 · 🔀 880 · 📥 880 · 📦 7.4K · 📋 850 - 29% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 2.1M / month · 📦 120 · ⏱️ 02.08.2023):
```
 pip install kornia
```
Conda (📥 110K · ⏱️ 04.08.2023):
```
 conda install -c conda-forge kornia
```

imageio (🥇38 · ⭐ 1.3K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 110 · 🔀 270 · 📥 910 · 📦 110K · 📋 580 - 15% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 17M / month · 📦 3.1K · ⏱️ 20.11.2023):
```
 pip install imageio
```
Conda (📥 5.9M · ⏱️ 09.10.2023):
```
 conda install -c conda-forge imageio
```

MoviePy (🥈37 · ⭐ 11K) - Video editing with Python. MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 32K · 📋 1.4K - 27% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 710K / month · 📦 960 · ⏱️ 15.12.2021):
```
 pip install moviepy
```
Conda (📥 220K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge moviepy
```

Wand (🥈36 · ⭐ 1.3K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📥 33K · 📦 18K · 📋 410 - 5% open · ⏱️ 25.11.2023):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 990K / month · 📦 710 · ⏱️ 03.11.2023):
```
 pip install wand
```
Conda (📥 36K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge wand
```

InsightFace (🥈35 · ⭐ 19K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 57 · 🔀 4.8K · 📥 1.2M · 📦 1.3K · 📋 2.3K - 42% open · ⏱️ 10.09.2023):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 490K / month · 📦 11 · ⏱️ 17.12.2022):
```
 pip install insightface
```

Albumentations (🥈35 · ⭐ 13K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 130 · 🔀 1.5K · 📦 19K · 📋 810 - 46% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 1.1M / month · 📦 340 · ⏱️ 10.06.2023):
```
 pip install albumentations
```

Conda (📥 150K · ⏱️ 12.06.2023):

 conda install -c conda-forge albumentations

deepface (🥈34 · ⭐ 8.5K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 48 · 🔀 1.6K · 📦 2.2K · 📋 810 - 0% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 140K / month · 📦 14 · ⏱️ 24.01.2023):
```
 pip install deepface
```

detectron2 (🥈33 · ⭐ 27K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 260 · 🔀 6.7K · 📦 1.5K · 📋 3.4K - 10% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 6 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 210K · ⏱️ 30.11.2023):

 conda install -c conda-forge detectron2

PaddleSeg (🥈33 · ⭐ 7.8K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 120 · 🔀 1.6K · 📦 1.1K · 📋 2K - 18% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 2K / month · 📦 4 · ⏱️ 30.11.2022):
```
 pip install paddleseg
```

opencv-python (🥈33 · ⭐ 3.9K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 48 · 🔀 740 · 📋 720 - 10% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 11M / month · 📦 12K · ⏱️ 28.09.2023):
```
 pip install opencv-python
```

ImageHash (🥈31 · ⭐ 2.9K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 26 · 🔀 320 · 📦 11K · 📋 130 - 7% open · ⏱️ 24.10.2023):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.4M / month · 📦 380 · ⏱️ 28.09.2022):
```
 pip install ImageHash
```

Conda (📥 350K · ⏱️ 16.06.2023):

 conda install -c conda-forge imagehash

lightly (🥈31 · ⭐ 2.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 34 · 🔀 230 · 📦 190 · 📋 480 - 20% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 29K / month · 📦 6 · ⏱️ 28.11.2023):
```
 pip install lightly
```

doctr (🥈31 · ⭐ 2.4K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 41 · 🔀 290 · 📥 2.1M · 📦 220 · 📋 280 - 14% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 16K / month · 📦 3 · ⏱️ 09.09.2023):
```
 pip install python-doctr
```

vit-pytorch (🥈30 · ⭐ 16K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 20 · 🔀 2.6K · 📦 370 · 📋 240 - 46% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 26K / month · 📦 6 · ⏱️ 15.11.2023):
```
 pip install vit-pytorch
```

imageai (🥈30 · ⭐ 8.2K) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 19 · 🔀 2.1K · 📥 900K · 📦 1.5K · 📋 740 - 39% open · ⏱️ 26.08.2023):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 8.3K / month · 📦 18 · ⏱️ 02.01.2023):
```
 pip install imageai
```
Conda (📥 6.7K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge imageai
```

Face Alignment (🥈30 · ⭐ 6.6K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 26 · 🔀 1.3K · 📦 21 · 📋 310 - 24% open · ⏱️ 16.08.2023):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 66K / month · 📦 11 · ⏱️ 17.08.2023):
```
 pip install face-alignment
```

PaddleDetection (🥉29 · ⭐ 12K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 160 · 🔀 2.7K · 📋 5.2K - 26% open · ⏱️ 27.09.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 690 / month · 📦 1 · ⏱️ 19.09.2022):
```
 pip install paddledet
```

sahi (🥉29 · ⭐ 3.2K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 36 · 🔀 470 · 📥 20K · 📦 770 · ⏱️ 25.11.2023):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 120K / month · 📦 12 · ⏱️ 05.11.2023):
```
 pip install sahi
```
Conda (📥 52K · ⏱️ 06.11.2023):
```
 conda install -c conda-forge sahi
```

CellProfiler (🥉29 · ⭐ 820) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 140 · 🔀 360 · 📥 6.3K · 📦 20 · 📋 3.2K - 8% open · ⏱️ 16.11.2023):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 710 / month · 📦 1 · ⏱️ 14.08.2023):
```
 pip install cellprofiler
```

GluonCV (🥉28 · ⭐ 5.7K · 💤) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 21 · 📋 840 - 7% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 36K / month · 📦 61 · ⏱️ 03.02.2023):
```
 pip install gluoncv
```

vidgear (🥉28 · ⭐ 3K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 14 · 🔀 230 · 📥 950 · 📦 480 · 📋 270 - 1% open · ⏱️ 10.09.2023):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 11K / month · 📦 9 · ⏱️ 10.09.2023):
```
 pip install vidgear
```

Augmentor (🥉27 · ⭐ 5K · 💤) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 23 · 🔀 870 · 📦 670 · 📋 210 - 64% open · ⏱️ 29.03.2023):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 10K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

mahotas (🥉27 · ⭐ 810) - Computer Vision in Python. MIT

GitHub (👨‍💻 34 · 🔀 150 · 📦 1.2K · 📋 86 - 24% open · ⏱️ 09.06.2023):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 18K / month · 📦 130 · ⏱️ 28.06.2022):
```
 pip install mahotas
```
Conda (📥 390K · ⏱️ 26.07.2023):
```
 conda install -c conda-forge mahotas
```

facenet-pytorch (🥉26 · ⭐ 3.9K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 16 · 🔀 800 · 📥 730K · 📦 1.4K · 📋 170 - 36% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 30K / month · 📦 19 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

Image Deduplicator (🥉25 · ⭐ 4.8K · 💤) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 15 · 🔀 430 · 📦 69 · 📋 140 - 35% open · ⏱️ 28.04.2023):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 28.04.2023):
```
 pip install imagededup
```

pytorchvideo (🥉25 · ⭐ 3.1K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 55 · 🔀 360 · 📋 190 - 46% open · ⏱️ 30.10.2023):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 97K / month · 📦 7 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

Norfair (🥉25 · ⭐ 2.2K · 💤) - Lightweight Python library for adding real-time multi-object.. BSD-3

GitHub (👨‍💻 24 · 🔀 220 · 📥 290 · 📦 140 · 📋 140 - 4% open · ⏱️ 15.05.2023):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 5.2K / month · 📦 3 · ⏱️ 30.05.2022):
```
 pip install norfair
```

MMF (🥉24 · ⭐ 5.3K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 880 · 📦 14 · 📋 780 - 30% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 310 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

ffcv (🥉24 · ⭐ 2.7K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 27 · 🔀 170 · 📦 34 · 📋 260 - 35% open · ⏱️ 24.08.2023):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 28.01.2022):
```
 pip install ffcv
```

kubric (🥉24 · ⭐ 2.1K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 25 · 🔀 190 · 📦 3 · 📋 190 - 33% open · ⏱️ 16.10.2023):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 6.9K / month · ⏱️ 07.12.2023):
```
 pip install kubric-nightly
```

pyvips (🥉24 · ⭐ 560) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 16 · 🔀 48 · 📦 630 · 📋 390 - 40% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 53K / month · 📦 50 · ⏱️ 12.06.2022):
```
 pip install pyvips
```
Conda (📥 70K · ⏱️ 26.09.2023):
```
 conda install -c conda-forge pyvips
```

tensorflow-graphics (🥉23 · ⭐ 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 39 · 🔀 360 · 📋 240 - 61% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 5.4K / month · 📦 9 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (🥉23 · ⭐ 840 · 💤) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2

GitHub (👨‍💻 41 · 🔀 140 · 📋 570 - 10% open · ⏱️ 07.12.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 4.4K / month · 📦 6 · ⏱️ 10.02.2022):
```
 pip install icevision
```

DE⫶TR (🥉22 · ⭐ 12K · 💤) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 26 · 🔀 2.1K · 📦 21 · 📋 520 - 45% open · ⏱️ 07.02.2023):
```
 git clone https://github.com/facebookresearch/detr
```

vissl (🥉22 · ⭐ 3.2K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 37 · 🔀 320 · 📦 30 · 📋 180 - 42% open · ⏱️ 20.10.2023):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 150 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

Classy Vision (🥉21 · ⭐ 1.6K · 💤) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 77 · 🔀 280 · 📋 120 - 45% open · ⏱️ 23.03.2023):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 580 / month · 📦 4 · ⏱️ 21.03.2023):
```
 pip install classy_vision
```

Conda (📥 19K · ⏱️ 16.06.2023):

 conda install -c conda-forge classy_vision

PySlowFast (🥉20 · ⭐ 6K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 31 · 🔀 1.1K · 📦 15 · 📋 640 - 56% open · ⏱️ 19.10.2023):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 17 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

image-match (🥉20 · ⭐ 2.9K · 💤) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 19 · 🔀 400 · 📋 110 - 57% open · ⏱️ 06.12.2022):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 540 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

pycls (🥉20 · ⭐ 2.1K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 19 · 🔀 230 · 📦 16 · 📋 81 - 30% open · ⏱️ 26.08.2023):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 1.1K / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

scenic (🥉18 · ⭐ 2.6K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 74 · 🔀 350 · 📋 260 - 58% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/google-research/scenic
```

Caer (🥉18 · ⭐ 730 · 💤) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 110 · 📥 28 · 📋 15 - 13% open · ⏱️ 01.04.2023):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 13.10.2021):
```
 pip install caer
```

Show 19 hidden projects...

scikit-image (🥇42 · ⭐ 5.7K) - Image processing in Python. ❗Unlicensed
glfw (🥈36 · ⭐ 11K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
Face Recognition (🥈33 · ⭐ 50K · 💀) - The worlds simplest facial recognition api for Python.. MIT
imutils (🥈31 · ⭐ 4.4K · 💀) - A series of convenience functions to make basic image processing.. MIT
PyTorch3D (🥈30 · ⭐ 7.9K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
layout-parser (🥉27 · ⭐ 4.1K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
mtcnn (🥉26 · ⭐ 2.1K · 💀) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
Pillow-SIMD (🥉26 · ⭐ 2K) - The friendly PIL fork. ❗️PIL
segmentation_models (🥉24 · ⭐ 4.5K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Super-Resolution (🥉23 · ⭐ 4.4K · 💀) - Super-scale your images and run experiments with.. Apache-2
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
deep-daze (🥉22 · ⭐ 4.4K · 💀) - Simple command line tool for text to image generation using.. MIT
nude.py (🥉21 · ⭐ 920 · 💀) - Nudity detection with Python. MIT
detecto (🥉20 · ⭐ 600 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
solt (🥉18 · ⭐ 260 · 💀) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉16 · ⭐ 170 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉15 · ⭐ 180 · 💤) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

networkx (🥇44 · ⭐ 14K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 700 · 🔀 3.1K · 📥 65 · 📦 210K · 📋 3.3K - 11% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 35M / month · 📦 15K · ⏱️ 28.10.2023):
```
 pip install networkx
```
Conda (📥 14M · ⏱️ 28.10.2023):
```
 conda install -c conda-forge networkx
```

dgl (🥇39 · ⭐ 13K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 280 · 🔀 2.9K · 📦 170 · 📋 2.5K - 16% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 72K / month · 📦 83 · ⏱️ 30.08.2023):
```
 pip install dgl
```

PyTorch Geometric (🥇38 · ⭐ 19K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 470 · 🔀 3.4K · 📋 3.4K - 26% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 250K / month · 📦 130 · ⏱️ 12.10.2023):
```
 pip install torch-geometric
```

Conda (📥 34K · ⏱️ 08.11.2023):

 conda install -c conda-forge pytorch_geometric

pygraphistry (🥈30 · ⭐ 1.9K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 39 · 🔀 200 · 📦 110 · 📋 300 - 50% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 2.6K / month · 📦 6 · ⏱️ 05.12.2023):
```
 pip install graphistry
```

ogb (🥈28 · ⭐ 1.8K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 1.2K · 📋 290 - 6% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 42K / month · 📦 22 · ⏱️ 02.11.2022):
```
 pip install ogb
```
Conda (📥 29K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ogb
```

Spektral (🥈26 · ⭐ 2.3K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 250 · 📋 260 - 24% open · ⏱️ 01.06.2023):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 6.7K / month · 📦 6 · ⏱️ 01.06.2023):
```
 pip install spektral
```

Paddle Graph Learning (🥈26 · ⭐ 1.5K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 31 · 🔀 310 · 📦 46 · 📋 210 - 42% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 850 / month · 📦 2 · ⏱️ 26.09.2023):
```
 pip install pgl
```

PyKEEN (🥈26 · ⭐ 1.4K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 36 · 🔀 170 · 📥 180 · 📋 540 - 20% open · ⏱️ 07.10.2023):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 22.02.2023):
```
 pip install pykeen
```

pytorch_geometric_temporal (🥈25 · ⭐ 2.3K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 28 · 🔀 320 · 📋 180 - 10% open · ⏱️ 01.07.2023):

 git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi (📥 3.4K / month · 📦 4 · ⏱️ 04.09.2022):
```
 pip install torch-geometric-temporal
```

AmpliGraph (🥈25 · ⭐ 2K) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 20 · 🔀 240 · 📦 47 · 📋 220 - 14% open · ⏱️ 12.07.2023):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 730 / month · ⏱️ 12.07.2023):
```
 pip install ampligraph
```

PyTorch-BigGraph (🥈24 · ⭐ 3.3K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 31 · 🔀 440 · 📥 160 · 📋 200 - 32% open · ⏱️ 06.11.2023):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 290K / month · 📦 3 · ⏱️ 14.10.2019):
```
 pip install torchbiggraph
```

torch-cluster (🥈24 · ⭐ 720) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 32 · 🔀 130 · 📋 150 - 18% open · ⏱️ 11.10.2023):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 15K / month · 📦 45 · ⏱️ 12.10.2023):
```
 pip install torch-cluster
```

Conda (📥 83K · ⏱️ 22.11.2023):

 conda install -c conda-forge pytorch_cluster

Node2Vec (🥉23 · ⭐ 1.1K) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 12 · 🔀 230 · 📦 520 · 📋 90 - 3% open · ⏱️ 29.08.2023):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 58K / month · 📦 20 · ⏱️ 01.08.2022):
```
 pip install node2vec
```
Conda (📥 27K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge node2vec
```

graph-nets (🥉22 · ⭐ 5.3K · 💤) - Build Graph Nets in Tensorflow. Apache-2

GitHub (👨‍💻 11 · 🔀 780 · 📦 20 · 📋 130 - 5% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 2.2K / month · 📦 8 · ⏱️ 29.01.2020):
```
 pip install graph-nets
```

deepsnap (🥉21 · ⭐ 510) - Python library assists deep learning on graphs. MIT

GitHub (👨‍💻 18 · 🔀 54 · 📥 10 · 📦 73 · 📋 48 - 47% open · ⏱️ 11.11.2023):
```
 git clone https://github.com/snap-stanford/deepsnap
```
PyPi (📥 470 / month · 📦 1 · ⏱️ 05.09.2021):
```
 pip install deepsnap
```

GraphGym (🥉19 · ⭐ 1.5K · 💤) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 6 · 🔀 170 · 📥 26 · 📦 4 · 📋 44 - 31% open · ⏱️ 14.03.2023):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 93 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

Sematch (🥉19 · ⭐ 420) - semantic similarity framework for knowledge graph. Apache-2

GitHub (👨‍💻 10 · 🔀 110 · 📦 46 · 📋 34 - 44% open · ⏱️ 07.11.2023):
```
 git clone https://github.com/gsi-upm/sematch
```
PyPi (📥 310 / month · 📦 3 · ⏱️ 17.04.2017):
```
 pip install sematch
```

kglib (🥉16 · ⭐ 550) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2

GitHub (👨‍💻 11 · 🔀 98 · 📥 220 · 📋 63 - 19% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 100 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

AutoGL (🥉15 · ⭐ 1K) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 15 · 🔀 110 · 📋 33 - 27% open · ⏱️ 21.10.2023):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 1 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

Show 17 hidden projects...

igraph (🥇34 · ⭐ 1.2K · 📈) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈30 · ⭐ 2.6K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
StellarGraph (🥈27 · ⭐ 2.8K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
Karate Club (🥈24 · ⭐ 2K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DIG (🥉22 · ⭐ 1.7K) - A library for graph deep learning research. ❗️GPL-3.0
graph4nlp (🥉21 · ⭐ 1.6K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
jraph (🥉21 · ⭐ 1.3K · 💀) - A Graph Neural Network Library in Jax. Apache-2
DeepWalk (🥉20 · ⭐ 2.6K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
pyRDF2Vec (🥉20 · ⭐ 230) - Python Implementation and Extension of RDF2Vec. MIT
DeepGraph (🥉17 · ⭐ 280) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
OpenKE (🥉16 · ⭐ 3.6K · 💀) - An Open-Source Package for Knowledge Embedding (KE). MIT
GraphEmbedding (🥉16 · ⭐ 3.5K · 💀) - Implementation and experiments of graph embedding.. MIT
Euler (🥉15 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
ptgnn (🥉15 · ⭐ 370 · 💀) - A PyTorch Graph Neural Network Library. MIT
GraphSAGE (🥉14 · ⭐ 3.2K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.7K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉13 · ⭐ 1.2K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

Audio Data

Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

Coqui TTS (🥇38 · ⭐ 24K · 📈) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 160 · 🔀 2.6K · 📥 1.7M · 📦 660 · 📋 870 - 6% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 100K / month · 📦 19 · ⏱️ 01.12.2023):
```
 pip install tts
```
Conda (📥 10K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tts
```

espnet (🥇37 · ⭐ 7.4K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 400 · 🔀 2K · 📥 79 · 📦 270 · 📋 2.3K - 10% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 25.10.2023):
```
 pip install espnet
```

speechbrain (🥇37 · ⭐ 6.9K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 220 · 🔀 1.2K · 📦 1.3K · 📋 1K - 16% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 170K / month · 📦 24 · ⏱️ 22.11.2023):
```
 pip install speechbrain
```

torchaudio (🥈35 · ⭐ 2.3K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 220 · 🔀 610 · 📋 890 - 20% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 1.9M / month · 📦 500 · ⏱️ 15.11.2023):
```
 pip install torchaudio
```

SpeechRecognition (🥈34 · ⭐ 7.7K · 📈) - Speech recognition module for Python, supporting.. BSD-3

GitHub (👨‍💻 49 · 🔀 2.3K · 📦 21 · 📋 620 - 49% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 620K / month · 📦 820 · ⏱️ 06.12.2023):
```
 pip install SpeechRecognition
```

Conda (📥 180K · ⏱️ 06.12.2023):

 conda install -c conda-forge speechrecognition

librosa (🥈34 · ⭐ 6.3K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 120 · 🔀 940 · 📋 1.2K - 5% open · ⏱️ 22.11.2023):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 2M / month · 📦 1.5K · ⏱️ 16.08.2023):
```
 pip install librosa
```
Conda (📥 710K · ⏱️ 16.08.2023):
```
 conda install -c conda-forge librosa
```

Magenta (🥈33 · ⭐ 19K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 480 · 📋 960 - 38% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 3.5K / month · 📦 38 · ⏱️ 01.08.2022):
```
 pip install magenta
```

Pydub (🥈33 · ⭐ 7.9K · 💤) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 95 · 🔀 960 · 📦 44K · 📋 590 - 54% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 3M / month · 📦 1.2K · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 76K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydub
```

spleeter (🥈32 · ⭐ 24K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.6K · 📥 2.8M · 📦 620 · 📋 770 - 27% open · ⏱️ 13.07.2023):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 18K / month · 📦 6 · ⏱️ 10.06.2022):
```
 pip install spleeter
```
Conda (📥 79K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge spleeter
```

audioread (🥈31 · ⭐ 460) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📦 17K · 📋 90 - 38% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 1.7M / month · 📦 360 · ⏱️ 27.09.2023):
```
 pip install audioread
```

Conda (📥 730K · ⏱️ 30.09.2023):

 conda install -c conda-forge audioread

audiomentations (🥈30 · ⭐ 1.6K) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 24 · 🔀 170 · 📦 380 · 📋 170 - 27% open · ⏱️ 24.11.2023):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 24.11.2023):
```
 pip install audiomentations
```

pyAudioAnalysis (🥈29 · ⭐ 5.5K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 28 · 🔀 1.2K · 📦 410 · 📋 310 - 61% open · ⏱️ 22.10.2023):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 9.7K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

Porcupine (🥉28 · ⭐ 3.3K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 36 · 🔀 460 · 📦 24 · 📋 500 - 0% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 6K / month · 📦 13 · ⏱️ 16.11.2023):
```
 pip install pvporcupine
```

Madmom (🥉27 · ⭐ 1.2K) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 190 · 📦 380 · 📋 270 - 21% open · ⏱️ 10.09.2023):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 3.1K / month · 📦 33 · ⏱️ 14.11.2018):
```
 pip install madmom
```

tinytag (🥉25 · ⭐ 630) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 26 · 🔀 100 · 📋 110 - 13% open · ⏱️ 26.10.2023):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 24K / month · 📦 110 · ⏱️ 26.10.2023):
```
 pip install tinytag
```

python-soundfile (🥉25 · ⭐ 610) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 31 · 🔀 93 · 📥 17K · 📋 230 - 41% open · ⏱️ 14.10.2023):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1.5M / month · 📦 270 · ⏱️ 15.02.2023):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

DDSP (🥉24 · ⭐ 2.7K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 32 · 🔀 310 · 📦 47 · 📋 160 - 24% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 25.05.2022):
```
 pip install ddsp
```
Conda (📥 15K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ddsp
```

DeepSpeech (🥉22 · ⭐ 23K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 140 · 🔀 3.8K):

 git clone https://github.com/mozilla/DeepSpeech

PyPi (📥 3.3K / month · 📦 43 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Conda (📥 2.4K · ⏱️ 16.06.2023):

 conda install -c conda-forge deepspeech

nnAudio (🥉20 · ⭐ 920) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 15 · 🔀 87 · 📦 140 · 📋 60 - 30% open · ⏱️ 04.09.2023):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 3.5K / month · 📦 3 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

textlesslib (🥉10 · ⭐ 470) - Library for Textless Spoken Language Processing. MIT

GitHub (👨‍💻 8 · 🔀 48 · 📋 17 - 47% open · ⏱️ 29.08.2023):
```
 git clone https://github.com/facebookresearch/textlesslib
```

Show 9 hidden projects...

TTS (🥉27 · ⭐ 8.3K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
aubio (🥉27 · ⭐ 3.1K · 💀) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉27 · ⭐ 2.6K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉25 · ⭐ 2.3K · 💀) - This library provides common speech features for ASR.. MIT
kapre (🥉23 · ⭐ 900 · 💀) - kapre: Keras Audio Preprocessors. MIT
Dejavu (🥉22 · ⭐ 6.2K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉21 · ⭐ 360 · 💤) - scalable audio processing framework and server written in.. ❗️AGPL-3.0
Julius (🥉20 · ⭐ 380 · 💀) - Fast PyTorch based DSP for audio and 1D signals. MIT
Muda (🥉17 · ⭐ 220 · 💀) - A library for augmenting annotated audio data. ISC

Geospatial Data

Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

pydeck (🥇42 · ⭐ 11K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 240 · 🔀 2.1K · 📦 6.8K · 📋 2.8K - 9% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 1.9M / month · 📦 52 · ⏱️ 15.04.2023):
```
 pip install pydeck
```
Conda (📥 460K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydeck
```
npm (📥 440K / month · 📦 480 · ⏱️ 05.12.2023):
```
 npm install deck.gl
```

folium (🥇39 · ⭐ 6.5K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 160 · 🔀 2.2K · 📦 32K · 📋 1K - 6% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 850K / month · 📦 810 · ⏱️ 04.12.2023):
```
 pip install folium
```
Conda (📥 2.5M · ⏱️ 04.12.2023):
```
 conda install -c conda-forge folium
```

GeoPandas (🥇39 · ⭐ 4K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 210 · 🔀 900 · 📥 2.3K · 📦 29K · 📋 1.6K - 28% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 6.3M / month · 📦 1.8K · ⏱️ 11.11.2023):
```
 pip install geopandas
```

Conda (📥 3.3M · ⏱️ 11.11.2023):

 conda install -c conda-forge geopandas

Shapely (🥈38 · ⭐ 3.5K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 150 · 🔀 540 · 📥 2.8K · 📦 57K · 📋 1.1K - 20% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 16M / month · 📦 1.2K · ⏱️ 12.10.2023):
```
 pip install shapely
```
Conda (📥 8.7M · ⏱️ 23.11.2023):
```
 conda install -c conda-forge shapely
```

Rasterio (🥈37 · ⭐ 2.1K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 150 · 🔀 520 · 📥 850 · 📦 9.7K · 📋 1.8K - 9% open · ⏱️ 28.11.2023):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 2.1M / month · 📦 1K · ⏱️ 19.10.2023):
```
 pip install rasterio
```
Conda (📥 2.7M · ⏱️ 19.10.2023):
```
 conda install -c conda-forge rasterio
```

pyproj (🥈36 · ⭐ 940) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 65 · 🔀 210 · 📦 26K · 📋 590 - 4% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 8.3M / month · 📦 2K · ⏱️ 21.09.2023):
```
 pip install pyproj
```
Conda (📥 7M · ⏱️ 06.11.2023):
```
 conda install -c conda-forge pyproj
```

geopy (🥈35 · ⭐ 4.1K) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 660 · 📥 9 · 📋 280 - 11% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 4.8M / month · 📦 4K · ⏱️ 23.11.2023):
```
 pip install geopy
```
Conda (📥 1.2M · ⏱️ 24.11.2023):
```
 conda install -c conda-forge geopy
```

Fiona (🥈35 · ⭐ 1.1K) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 72 · 🔀 210 · 📦 17K · 📋 760 - 4% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 6.6M / month · 📦 48 · ⏱️ 12.10.2023):
```
 pip install fiona
```
Conda (📥 5.1M · ⏱️ 15.11.2023):
```
 conda install -c conda-forge fiona
```

ipyleaflet (🥈33 · ⭐ 1.4K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 86 · 🔀 360 · 📦 6.3K · 📋 600 - 42% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 140K / month · 📦 160 · ⏱️ 27.11.2023):
```
 pip install ipyleaflet
```

Conda (📥 1.1M · ⏱️ 27.11.2023):

 conda install -c conda-forge ipyleaflet

npm (📥 55K / month · 📦 5 · ⏱️ 27.11.2023):
```
 npm install jupyter-leaflet
```

ArcGIS API (🥉32 · ⭐ 1.7K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 89 · 🔀 1.1K · 📥 9.9K · 📦 3 · 📋 650 - 6% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 100K / month · 📦 33 · ⏱️ 18.10.2023):
```
 pip install arcgis
```

Docker Hub:

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉31 · ⭐ 850) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 56 · 🔀 120 · 📦 16K · 📋 100 - 26% open · ⏱️ 06.11.2023):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 1.5M / month · 📦 1.3K · ⏱️ 05.11.2023):
```
 pip install geojson
```
Conda (📥 770K · ⏱️ 06.11.2023):
```
 conda install -c conda-forge geojson
```

GeoViews (🥉29 · ⭐ 540) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 30 · 🔀 72 · 📦 820 · 📋 340 - 33% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 7.2K / month · 📦 36 · ⏱️ 01.11.2023):
```
 pip install geoviews
```
Conda (📥 210K · ⏱️ 02.11.2023):
```
 conda install -c conda-forge geoviews
```

PySAL (🥉26 · ⭐ 1.2K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 78 · 🔀 280 · 📋 620 - 2% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 21K / month · 📦 38 · ⏱️ 01.08.2023):
```
 pip install pysal
```
Conda (📥 530K · ⏱️ 04.10.2023):
```
 conda install -c conda-forge pysal
```

EarthPy (🥉26 · ⭐ 470) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 44 · 🔀 150 · 📦 260 · 📋 230 - 10% open · ⏱️ 23.08.2023):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 5.7K / month · 📦 17 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 71K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge earthpy
```

pymap3d (🥉25 · ⭐ 350) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 18 · 🔀 80 · 📦 330 · 📋 55 - 16% open · ⏱️ 26.11.2023):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 70K / month · 📦 22 · ⏱️ 05.03.2023):
```
 pip install pymap3d
```
Conda (📥 65K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pymap3d
```

Show 7 hidden projects...

Geocoder (🥉32 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
Satpy (🥉31 · ⭐ 970) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉26 · ⭐ 940) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 760 · 💀) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (🥉24 · ⭐ 640 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
prettymaps (🥉22 · ⭐ 11K · 💤) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
geoplotlib (🥉21 · ⭐ 1K · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

yfinance (🥇39 · ⭐ 11K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 95 · 🔀 2.1K · 📦 30K · 📋 1.2K - 14% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 1.1M / month · 📦 300 · ⏱️ 06.12.2023):
```
 pip install yfinance
```
Conda (📥 83K · ⏱️ 16.06.2023):
```
 conda install -c ranaroussi yfinance
```

ta (🥈31 · ⭐ 3.8K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 34 · 🔀 820 · 📦 2.8K · 📋 230 - 54% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 71K / month · 📦 46 · ⏱️ 02.11.2023):
```
 pip install ta
```
Conda (📥 22K · ⏱️ 02.11.2023):
```
 conda install -c conda-forge ta
```

bt (🥈31 · ⭐ 1.9K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 31 · 🔀 430 · 📦 1.6K · 📋 340 - 24% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 8.8K / month · 📦 28 · ⏱️ 20.11.2023):
```
 pip install bt
```
Conda (📥 19K · ⏱️ 20.11.2023):
```
 conda install -c conda-forge bt
```

Qlib (🥈30 · ⭐ 13K) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT

GitHub (👨‍💻 120 · 🔀 2.2K · 📥 390 · 📦 21 · 📋 880 - 25% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 18.07.2023):
```
 pip install pyqlib
```

ffn (🥈30 · ⭐ 1.6K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 30 · 🔀 280 · 📦 400 · 📋 120 - 18% open · ⏱️ 20.11.2023):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 170K / month · 📦 31 · ⏱️ 20.11.2023):
```
 pip install ffn
```
Conda (📥 6.2K · ⏱️ 20.11.2023):
```
 conda install -c conda-forge ffn
```

Alpha Vantage (🥈28 · ⭐ 4.1K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 42 · 🔀 700 · 📦 440 · 📋 280 - 2% open · ⏱️ 11.11.2023):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 24K / month · 📦 32 · ⏱️ 21.12.2020):
```
 pip install alpha_vantage
```

Conda (📥 6K · ⏱️ 16.06.2023):

 conda install -c conda-forge alpha_vantage

IB-insync (🥈28 · ⭐ 2.5K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 36 · 🔀 580 · 📋 550 - 2% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 28K / month · 📦 23 · ⏱️ 21.11.2022):
```
 pip install ib_insync
```

Conda (📥 38K · ⏱️ 16.06.2023):

 conda install -c conda-forge ib-insync

stockstats (🥉26 · ⭐ 1.2K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 9 · 🔀 290 · 📦 960 · 📋 120 - 10% open · ⏱️ 30.07.2023):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 10K / month · 📦 29 · ⏱️ 30.07.2023):
```
 pip install stockstats
```

PyAlgoTrade (🥉25 · ⭐ 4.2K · 💤) - Python Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 11 · 🔀 1.4K · 📦 180 · ⏱️ 05.03.2023):
```
 git clone https://github.com/gbeced/pyalgotrade
```
PyPi (📥 710 / month · 📦 21 · ⏱️ 21.08.2018):
```
 pip install pyalgotrade
```

FinQuant (🥉24 · ⭐ 1.1K) - A program for financial portfolio management, analysis and optimisation. MIT

GitHub (👨‍💻 11 · 🔀 160 · 📦 86 · 📋 48 - 33% open · ⏱️ 03.09.2023):
```
 git clone https://github.com/fmilthaler/FinQuant
```
PyPi (📥 610 / month · ⏱️ 04.09.2023):
```
 pip install FinQuant
```

tf-quant-finance (🥉21 · ⭐ 4.1K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 47 · 🔀 540 · 📋 65 - 56% open · ⏱️ 15.08.2023):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 560 / month · 📦 2 · ⏱️ 19.08.2022):
```
 pip install tf-quant-finance
```

finmarketpy (🥉21 · ⭐ 3.2K · 💤) - Python library for backtesting trading strategies &.. Apache-2

GitHub (👨‍💻 14 · 🔀 480 · 📥 49 · 📦 11 · 📋 28 - 85% open · ⏱️ 26.04.2023):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 190 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

Show 13 hidden projects...

zipline (🥇32 · ⭐ 17K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (🥇32 · ⭐ 5.2K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈31 · ⭐ 1.2K) - ARCH models in Python. ❗Unlicensed
backtrader (🥈29 · ⭐ 12K · 💤) - Python Backtesting library for trading strategies. ❗️GPL-3.0
empyrical (🥈28 · ⭐ 1.2K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Alphalens (🥉26 · ⭐ 2.9K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
TensorTrade (🥉25 · ⭐ 4.3K · 💀) - An open source reinforcement learning framework for.. Apache-2
Enigma Catalyst (🥉25 · ⭐ 2.4K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
Crypto Signals (🥉23 · ⭐ 4.6K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
FinTA (🥉23 · ⭐ 2K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉22 · ⭐ 4.3K · 💤) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉12 · ⭐ 1.7K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉9 · ⭐ 140 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

sktime (🥇39 · ⭐ 7.1K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 300 · 🔀 1.2K · 📥 84 · 📦 2K · 📋 2K - 35% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 760K / month · 📦 57 · ⏱️ 06.11.2023):
```
 pip install sktime
```

Conda (📥 920K · ⏱️ 06.11.2023):

 conda install -c conda-forge sktime-all-extras

Prophet (🥇36 · ⭐ 17K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 170 · 🔀 4.5K · 📥 2.2K · 📦 21 · 📋 2.1K - 17% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 860K / month · 📦 130 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 1.1M · ⏱️ 20.10.2023):
```
 conda install -c conda-forge prophet
```

StatsForecast (🥇33 · ⭐ 3.2K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 34 · 🔀 220 · 📦 610 · 📋 260 - 38% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 550K / month · 📦 26 · ⏱️ 23.08.2023):
```
 pip install statsforecast
```

Conda (📥 55K · ⏱️ 25.08.2023):

 conda install -c conda-forge statsforecast

tslearn (🥇33 · ⭐ 2.7K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 43 · 🔀 320 · 📦 1K · 📋 310 - 38% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 290K / month · 📦 49 · ⏱️ 21.08.2023):
```
 pip install tslearn
```
Conda (📥 1.3M · ⏱️ 21.08.2023):
```
 conda install -c conda-forge tslearn
```

pmdarima (🥇33 · ⭐ 1.5K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 22 · 🔀 230 · 📦 6.8K · 📋 320 - 15% open · ⏱️ 23.10.2023):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.8M / month · 📦 88 · ⏱️ 23.10.2023):
```
 pip install pmdarima
```
Conda (📥 1M · ⏱️ 27.10.2023):
```
 conda install -c conda-forge pmdarima
```

Darts (🥈31 · ⭐ 6.7K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2

GitHub (👨‍💻 110 · 🔀 740 · 📦 440 · 📋 1.2K - 18% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 18.11.2023):
```
 pip install u8darts
```

Conda (📥 38K · ⏱️ 19.11.2023):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 450 · ⏱️ 18.11.2023):
```
 docker pull unit8/darts
```

NeuralProphet (🥈31 · ⭐ 3.4K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 50 · 🔀 440 · 📦 340 · 📋 500 - 8% open · ⏱️ 28.11.2023):
```
 git clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 67K / month · 📦 3 · ⏱️ 19.09.2023):
```
 pip install neuralprophet
```

STUMPY (🥈31 · ⭐ 2.8K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 35 · 🔀 270 · 📦 580 · 📋 460 - 11% open · ⏱️ 20.11.2023):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 190K / month · 📦 16 · ⏱️ 21.08.2023):
```
 pip install stumpy
```
Conda (📥 950K · ⏱️ 21.08.2023):
```
 conda install -c conda-forge stumpy
```

tsfresh (🥈30 · ⭐ 7.9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 91 · 🔀 1.2K · 📦 21 · 📋 530 - 11% open · ⏱️ 24.10.2023):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 190K / month · 📦 77 · ⏱️ 14.06.2023):
```
 pip install tsfresh
```
Conda (📥 1.3M · ⏱️ 30.07.2023):
```
 conda install -c conda-forge tsfresh
```

GluonTS (🥈30 · ⭐ 3.9K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 110 · 🔀 750 · 📋 900 - 31% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 320K / month · 📦 16 · ⏱️ 07.12.2023):
```
 pip install gluonts
```
Conda (📥 650 · ⏱️ 23.06.2023):
```
 conda install -c anaconda gluonts
```

pytorch-forecasting (🥈30 · ⭐ 3.4K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 43 · 🔀 530 · 📋 710 - 60% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 59K / month · 📦 10 · ⏱️ 26.07.2020):
```
 pip install pytorch-forecasting
```

Conda (📥 53K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch-forecasting

NeuralForecast (🥈29 · ⭐ 2K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 32 · 🔀 220 · 📦 78 · 📋 380 - 22% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 15K / month · 📦 5 · ⏱️ 05.10.2023):
```
 pip install neuralforecast
```

Conda (📥 12K · ⏱️ 06.10.2023):

 conda install -c conda-forge neuralforecast

skforecast (🥉28 · ⭐ 740) - Time series forecasting with scikit-learn models. BSD-3

GitHub (👨‍💻 9 · 🔀 92 · 📦 220 · 📋 100 - 13% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/JoaquinAmatRodrigo/skforecast
```
PyPi (📥 43K / month · 📦 6 · ⏱️ 16.11.2023):
```
 pip install skforecast
```

pyts (🥉26 · ⭐ 1.6K · 📉) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 14 · 🔀 160 · 📦 500 · 📋 76 - 55% open · ⏱️ 20.06.2023):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 110K / month · 📦 19 · ⏱️ 31.10.2021):
```
 pip install pyts
```
Conda (📥 22K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge pyts
```

Streamz (🥉26 · ⭐ 1.2K · 💤) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 48 · 🔀 140 · 📦 430 · 📋 260 - 41% open · ⏱️ 22.12.2022):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 21K / month · 📦 40 · ⏱️ 27.07.2022):
```
 pip install streamz
```
Conda (📥 740K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge streamz
```

TSFEL (🥉24 · ⭐ 770) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 18 · 🔀 130 · 📦 100 · 📋 68 - 7% open · ⏱️ 24.11.2023):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 22K / month · ⏱️ 22.08.2023):
```
 pip install tsfel
```

uber/orbit (🥉22 · ⭐ 1.8K) - A Python package for Bayesian forecasting with object-oriented.. Apache-2

GitHub (👨‍💻 18 · 🔀 130 · 📦 42 · 📋 390 - 16% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 29K / month · 📦 1 · ⏱️ 29.01.2023):
```
 pip install orbit-ml
```
Conda (📥 4.6K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge orbit-ml
```

tick (🥉22 · ⭐ 440 · 💤) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

GitHub (👨‍💻 19 · 🔀 96 · 📥 290 · 📦 72 · 📋 240 - 28% open · ⏱️ 05.03.2023):
```
 git clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 24.05.2020):
```
 pip install tick
```

greykite (🥉21 · ⭐ 1.8K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 9 · 🔀 100 · 📥 4 · 📦 25 · 📋 100 - 22% open · ⏱️ 07.06.2023):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 14K / month · ⏱️ 15.07.2022):
```
 pip install greykite
```

luminol (🥉21 · ⭐ 1.1K · 💤) - Anomaly Detection and Correlation library. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📦 76 · 📋 43 - 72% open · ⏱️ 09.05.2023):
```
 git clone https://github.com/linkedin/luminol
```
PyPi (📥 6.2K / month · 📦 15 · ⏱️ 11.12.2017):
```
 pip install luminol
```

pydlm (🥉20 · ⭐ 470) - A python library for Bayesian time series modeling. BSD-3

GitHub (👨‍💻 6 · 🔀 97 · 📦 32 · 📋 49 - 75% open · ⏱️ 04.09.2023):
```
 git clone https://github.com/wwrechard/pydlm
```
PyPi (📥 25K / month · 📦 2 · ⏱️ 19.12.2018):
```
 pip install pydlm
```

Auto TS (🥉19 · ⭐ 640) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 11 · 🔀 110 · ⏱️ 03.12.2023):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 4.2K / month · ⏱️ 03.12.2023):
```
 pip install auto-ts
```

tsflex (🥉17 · ⭐ 340) - Flexible time series feature extraction & processing. MIT

GitHub (👨‍💻 6 · 🔀 22 · 📦 10 · 📋 45 - 60% open · ⏱️ 04.10.2023):
```
 git clone https://github.com/predict-idlab/tsflex
```
PyPi (📥 270 / month · ⏱️ 11.10.2022):
```
 pip install tsflex
```
Conda (📥 20K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tsflex
```

Show 7 hidden projects...

PyFlux (🥉25 · ⭐ 2.1K · 💀) - Open source time series library for Python. BSD-3
seglearn (🥉21 · ⭐ 560 · 💀) - Python module for machine learning time series:. BSD-3
ADTK (🥉19 · ⭐ 980 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 720 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
atspy (🥉15 · ⭐ 500 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tsaug (🥉13 · ⭐ 320 · 💀) - A Python package for time series augmentation. Apache-2
tslumen (🥉8 · ⭐ 54 · 💀) - A library for Time Series EDA (exploratory data analysis). Apache-2

Medical Data

Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

MNE (🥇38 · ⭐ 2.4K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 360 · 🔀 1.3K · 📦 3.3K · 📋 4.7K - 10% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 91K / month · 📦 280 · ⏱️ 20.11.2023):
```
 pip install mne
```
Conda (📥 340K · ⏱️ 20.11.2023):
```
 conda install -c conda-forge mne
```

MONAI (🥇36 · ⭐ 4.9K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 180 · 🔀 910 · 📦 1.6K · 📋 2.8K - 12% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 160K / month · 📦 48 · ⏱️ 12.10.2023):
```
 pip install monai
```
Conda (📥 20K · ⏱️ 12.10.2023):
```
 conda install -c conda-forge monai
```

Nilearn (🥇36 · ⭐ 1.1K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 230 · 🔀 530 · 📥 150 · 📦 2.7K · 📋 2K - 15% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 56K / month · 📦 290 · ⏱️ 29.09.2023):
```
 pip install nilearn
```
Conda (📥 260K · ⏱️ 02.10.2023):
```
 conda install -c conda-forge nilearn
```

Lifelines (🥈34 · ⭐ 2.2K) - Survival analysis in Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 2K · 📋 940 - 27% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 440K / month · 📦 130 · ⏱️ 13.09.2023):
```
 pip install lifelines
```

Conda (📥 300K · ⏱️ 13.09.2023):

 conda install -c conda-forge lifelines

NIPYPE (🥈34 · ⭐ 710) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 250 · 🔀 510 · 📦 3.8K · 📋 1.3K - 29% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 94K / month · 📦 180 · ⏱️ 06.04.2023):
```
 pip install nipype
```
Conda (📥 590K · ⏱️ 22.09.2023):
```
 conda install -c conda-forge nipype
```

DIPY (🥈34 · ⭐ 630) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 150 · 🔀 390 · 📦 950 · 📋 890 - 16% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 17K / month · 📦 110 · ⏱️ 23.04.2023):
```
 pip install dipy
```
Conda (📥 420K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dipy
```

Hail (🥈33 · ⭐ 900) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 91 · 🔀 230 · 📦 120 · 📋 2.3K - 7% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 52K / month · 📦 17 · ⏱️ 30.10.2023):
```
 pip install hail
```

NiBabel (🥈33 · ⭐ 600) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 100 · 🔀 250 · 📦 16K · 📋 510 - 23% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 290K / month · 📦 1.2K · ⏱️ 03.04.2023):
```
 pip install nibabel
```
Conda (📥 670K · ⏱️ 29.09.2023):
```
 conda install -c conda-forge nibabel
```

NIPY (🥉28 · ⭐ 360) - Neuroimaging in Python FMRI analysis package. BSD-3

GitHub (👨‍💻 69 · 🔀 140 · 📦 210 · 📋 170 - 26% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/nipy/nipy
```
PyPi (📥 4.8K / month · 📦 51 · ⏱️ 29.03.2021):
```
 pip install nipy
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nipy
```

DeepVariant (🥉27 · ⭐ 3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 28 · 🔀 680 · 📥 4.7K · 📋 690 - 1% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 59K · ⏱️ 16.06.2023):
```
 conda install -c bioconda deepvariant
```

Brainiak (🥉19 · ⭐ 320) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 130 · 📋 210 - 38% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 130 / month · 📦 1 · ⏱️ 15.10.2020):
```
 pip install brainiak
```
Docker Hub (📥 1.8K · ⭐ 1 · ⏱️ 15.10.2020):
```
 docker pull brainiak/brainiak
```

Show 8 hidden projects...

NiftyNet (🥉24 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
MedPy (🥉22 · ⭐ 520) - Medical image processing in Python. ❗️GPL-3.0
DLTK (🥉20 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (🥉20 · ⭐ 250 · 💤) - An open-source toolkit for large-scale genomic analysis. Apache-2
Medical Detection Toolkit (🥉15 · ⭐ 1.2K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
MedicalTorch (🥉15 · ⭐ 820 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉13 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.7K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

carefree-learn (🥈21 · ⭐ 400) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 37 · 📦 4 · 📋 82 - 2% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 220 / month · ⏱️ 17.10.2023):
```
 pip install carefree-learn
```

pytorch_tabular (🥉20 · ⭐ 1.1K) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📥 21 · 📋 120 - 10% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 01.09.2021):
```
 pip install pytorch_tabular
```

Show 3 hidden projects...

miceforest (🥇23 · ⭐ 270) - Multiple Imputation with LightGBM in Python. MIT
upgini (🥈21 · ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
deltapy (🥉12 · ⭐ 520 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

Libraries for optical character recognition (OCR) and text extraction from images or videos.

PaddleOCR (🥇38 · ⭐ 35K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 180 · 🔀 6.8K · 📦 2K · 📋 8.3K - 12% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 100K / month · 📦 30 · ⏱️ 15.09.2023):
```
 pip install paddleocr
```

EasyOCR (🥇35 · ⭐ 20K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 130 · 🔀 2.7K · 📥 7.6M · 📦 4.5K · 📋 890 - 34% open · ⏱️ 04.09.2023):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 220K / month · 📦 69 · ⏱️ 04.09.2023):
```
 pip install easyocr
```

OCRmyPDF (🥈34 · ⭐ 11K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 86 · 🔀 800 · 📥 1.3K · 📦 680 · 📋 1K - 8% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 50K / month · 📦 17 · ⏱️ 29.11.2023):
```
 pip install ocrmypdf
```
Conda (📥 60K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ocrmypdf
```

Tesseract (🥈33 · ⭐ 5.2K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 45 · 🔀 680 · 📋 350 - 3% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 1.6M / month · 📦 1.2K · ⏱️ 16.08.2022):
```
 pip install pytesseract
```

Conda (📥 590K · ⏱️ 15.10.2023):

 conda install -c conda-forge pytesseract

tesserocr (🥈30 · ⭐ 1.9K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 29 · 🔀 260 · 📥 68 · 📦 910 · 📋 270 - 18% open · ⏱️ 09.10.2023):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 50K / month · 📦 72 · ⏱️ 09.10.2023):
```
 pip install tesserocr
```

Conda (📥 130K · ⏱️ 16.06.2023):

 conda install -c conda-forge tesserocr

MMOCR (🥉28 · ⭐ 3.8K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 90 · 🔀 700 · 📦 97 · 📋 890 - 17% open · ⏱️ 01.09.2023):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 5.9K / month · 📦 2 · ⏱️ 05.05.2022):
```
 pip install mmocr
```

keras-ocr (🥉25 · ⭐ 1.3K) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 18 · 🔀 320 · 📥 730K · 📦 360 · ⏱️ 06.11.2023):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 21K / month · 📦 8 · ⏱️ 06.11.2023):
```
 pip install keras-ocr
```
Conda (📥 300 · ⏱️ 16.06.2023):
```
 conda install -c anaconda keras-ocr
```

calamari (🥉23 · ⭐ 1K) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 20 · 🔀 210 · 📋 270 - 23% open · ⏱️ 18.08.2023):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 18.08.2023):
```
 pip install calamari_ocr
```

attention-ocr (🥉21 · ⭐ 960) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT

GitHub (👨‍💻 28 · 🔀 240 · 📦 27 · 📋 150 - 16% open · ⏱️ 20.10.2023):
```
 git clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 210 / month · ⏱️ 19.04.2019):
```
 pip install aocr
```

Show 3 hidden projects...

pdftabextract (🥉21 · ⭐ 2.1K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
doc2text (🥉20 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
Mozart (🥉10 · ⭐ 520 · 💀) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Data Containers & Structures

General-purpose data containers & structures as well as utilities & extensions for pandas.

🔗 best-of-python - Data Containers ( ⭐ 3.2K) - Collection of data-container, dataframe, and pandas-..

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

🔗 best-of-python - Data Extraction ( ⭐ 3.2K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 2.1K) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

🔗 best-of-python - Data Pipelines ( ⭐ 3.2K) - Libraries for data batch- and stream-processing,..

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (🥇45 · ⭐ 29K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2

GitHub (👨‍💻 950 · 🔀 5K · 📥 130 · 📦 13K · 📋 16K - 21% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 2.6M / month · 📦 440 · ⏱️ 04.12.2023):
```
 pip install ray
```
Conda (📥 180K · ⏱️ 05.12.2023):
```
 conda install -c conda-forge ray-tune
```

dask (🥇43 · ⭐ 12K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 590 · 🔀 1.7K · 📦 55K · 📋 5.1K - 20% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 6.6M / month · 📦 3.1K · ⏱️ 01.12.2023):
```
 pip install dask
```
Conda (📥 11M · ⏱️ 02.12.2023):
```
 conda install -c conda-forge dask
```

DeepSpeed (🥇40 · ⭐ 30K · 📉) - DeepSpeed is a deep learning optimization library that.. Apache-2

GitHub (👨‍💻 270 · 🔀 3.6K · 📦 5K · 📋 2.3K - 37% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 400K / month · 📦 87 · ⏱️ 01.12.2023):
```
 pip install deepspeed
```
Docker Hub (📥 17K · ⭐ 4 · ⏱️ 02.09.2022):
```
 docker pull deepspeed/deepspeed
```

dask.distributed (🥇40 · ⭐ 1.5K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 320 · 🔀 710 · 📦 32K · 📋 3.7K - 39% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 3.8M / month · 📦 1.3K · ⏱️ 01.12.2023):
```
 pip install distributed
```

Conda (📥 13M · ⏱️ 02.12.2023):

 conda install -c conda-forge distributed

H2O-3 (🥈36 · ⭐ 6.6K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 250 · 🔀 2K · 📦 21 · 📋 9.2K - 29% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 410K / month · 📦 81 · ⏱️ 08.11.2023):
```
 pip install h2o
```

BigDL (🥈36 · ⭐ 4.6K) - Accelerate LLM with low-bit (FP4 / INT4 / FP8 / INT8) optimizations.. Apache-2

GitHub (👨‍💻 190 · 🔀 1.2K · 📥 57 · 📦 46 · 📋 2.2K - 40% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 5.7K / month · 📦 1 · ⏱️ 07.12.2023):
```
 pip install bigdl
```

Maven (📦 4 · ⏱️ 20.04.2021):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

metrics (🥈36 · ⭐ 1.7K) - Torchmetrics - Machine learning metrics for distributed,.. Apache-2

GitHub (👨‍💻 220 · 🔀 340 · 📥 4.3K · 📦 18K · 📋 740 - 6% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 5.7K / month · 📦 13 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 1.2M · ⏱️ 01.12.2023):

 conda install -c conda-forge torchmetrics

horovod (🥈35 · ⭐ 14K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 1.1K · 📋 2.2K - 16% open · ⏱️ 18.09.2023):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 58K / month · 📦 36 · ⏱️ 12.06.2023):
```
 pip install horovod
```

ColossalAI (🥈33 · ⭐ 36K) - Making large AI models cheaper, faster and more accessible. Apache-2

GitHub (👨‍💻 160 · 🔀 4K · 📦 280 · 📋 1.5K - 21% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/hpcaitech/colossalai
```

SynapseML (🥈30 · ⭐ 4.9K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 820 · 📋 720 - 45% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 360K / month · 📦 3 · ⏱️ 27.11.2023):
```
 pip install synapseml
```

FairScale (🥈30 · ⭐ 2.7K · 💤) - PyTorch extensions for high performance and large scale.. BSD-3

GitHub (👨‍💻 72 · 🔀 240 · 📦 3.6K · 📋 350 - 19% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 430K / month · 📦 66 · ⏱️ 11.12.2022):
```
 pip install fairscale
```

Conda (📥 170K · ⏱️ 28.11.2023):

 conda install -c conda-forge fairscale

mpi4py (🥈29 · ⭐ 720) - Python bindings for MPI. BSD-2

GitHub (👨‍💻 26 · 🔀 110 · 📥 19K · 📋 140 - 8% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 190K / month · 📦 720 · ⏱️ 04.10.2023):
```
 pip install mpi4py
```
Conda (📥 2.3M · ⏱️ 17.10.2023):
```
 conda install -c conda-forge mpi4py
```

Submit it (🥉28 · ⭐ 1K) - Python 3.8+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 23 · 🔀 110 · 📦 1.9K · 📋 110 - 32% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 200K / month · 📦 18 · ⏱️ 09.11.2023):
```
 pip install submitit
```
Conda (📥 33K · ⏱️ 24.11.2023):
```
 conda install -c conda-forge submitit
```

dask-ml (🥉28 · ⭐ 870 · 💤) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 77 · 🔀 240 · 📦 910 · 📋 520 - 51% open · ⏱️ 24.03.2023):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 160K / month · 📦 73 · ⏱️ 24.03.2023):
```
 pip install dask-ml
```
Conda (📥 790K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dask-ml
```

TensorFlowOnSpark (🥉27 · ⭐ 3.9K · 💤) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 34 · 🔀 960 · 📋 370 - 2% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 580K / month · 📦 5 · ⏱️ 21.04.2022):
```
 pip install tensorflowonspark
```

Conda (📥 21K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorflowonspark

petastorm (🥉26 · ⭐ 1.7K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 50 · 🔀 280 · 📥 430 · 📦 140 · 📋 320 - 53% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 31K / month · 📦 8 · ⏱️ 03.02.2023):
```
 pip install petastorm
```

Mesh (🥉26 · ⭐ 1.5K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 50 · 🔀 240 · 📦 870 · 📋 110 - 85% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 44K / month · 📦 30 · ⏱️ 15.05.2022):
```
 pip install mesh-tensorflow
```

Hivemind (🥉25 · ⭐ 1.7K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 29 · 🔀 120 · 📦 78 · 📋 160 - 37% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 3.7K / month · 📦 7 · ⏱️ 31.08.2023):
```
 pip install hivemind
```

MMLSpark (🥉24 · ⭐ 4.9K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 820 · 📋 720 - 45% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):
```
 pip install mmlspark
```

Apache Singa (🥉23 · ⭐ 3K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 85 · 🔀 1K · 📦 2 · 📋 120 - 42% open · ⏱️ 05.11.2023):
```
 git clone https://github.com/apache/singa
```
Conda (📥 730 · ⏱️ 16.06.2023):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 4.8K · ⭐ 4 · ⏱️ 31.05.2022):
```
 docker pull apache/singa
```

analytics-zoo (🥉23 · ⭐ 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 110 · 🔀 730 · 📦 4 · 📋 1.4K - 38% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 260 / month · 📦 1 · ⏱️ 22.08.2022):
```
 pip install analytics-zoo
```

launchpad (🥉21 · ⭐ 300) - Launchpad is a library that simplifies writing distributed.. Apache-2

GitHub (👨‍💻 28 · 🔀 33 · 📦 76 · 📋 39 - 46% open · ⏱️ 22.08.2023):
```
 git clone https://github.com/deepmind/launchpad
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install dm-launchpad
```

mesh-transformer-jax (🥉18 · ⭐ 6.2K · 💤) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub (👨‍💻 23 · 🔀 880 · 📦 20 · 📋 200 - 22% open · ⏱️ 12.01.2023):
```
 git clone https://github.com/kingoflolz/mesh-transformer-jax
```

moolib (🥉10 · ⭐ 360 · 💤) - A library for distributed ML training with PyTorch. MIT

GitHub (👨‍💻 6 · 🔀 20 · 📦 3 · 📋 19 - 36% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/facebookresearch/moolib
```

Show 12 hidden projects...

DEAP (🥈33 · ⭐ 5.4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈29 · ⭐ 2.5K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
Elephas (🥈29 · ⭐ 1.6K · 💀) - Distributed Deep learning with Keras & Spark. MIT keras
BytePS (🥉21 · ⭐ 3.5K · 💀) - A high performance and generic framework for distributed DNN.. Apache-2
somoclu (🥉21 · ⭐ 260 · 💀) - Massively parallel self-organizing maps: accelerate training on.. MIT
TensorFrames (🥉20 · ⭐ 750 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉20 · ⭐ 290 · 💤) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
bluefog (🥉18 · ⭐ 290 · 💤) - Distributed and decentralized training framework for PyTorch.. Apache-2
Fiber (🥉17 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉16 · ⭐ 730 · 💀) - Parallelformers: An Efficient Model Parallelization.. Apache-2
LazyCluster (🥉13 · ⭐ 49 · 💀) - Distributed machine learning made simple. Apache-2
autodist (🥉11 · ⭐ 130 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Ax (🥇35 · ⭐ 2.2K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 160 · 🔀 280 · 📦 590 · 📋 630 - 8% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 91K / month · 📦 28 · ⏱️ 13.11.2023):
```
 pip install ax-platform
```

Conda (📥 16K · ⏱️ 17.11.2023):

 conda install -c conda-forge ax-platform

NNI (🥇33 · ⭐ 13K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 190 · 🔀 1.8K · 📦 520 · 📋 2K - 16% open · ⏱️ 26.10.2023):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 17K / month · 📦 35 · ⏱️ 14.09.2023):
```
 pip install nni
```

Hyperopt (🥇33 · ⭐ 6.9K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 1K · 📦 13K · 📋 710 - 48% open · ⏱️ 29.09.2023):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 2.1M / month · 📦 500 · ⏱️ 17.11.2021):
```
 pip install hyperopt
```
Conda (📥 740K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hyperopt
```

BoTorch (🥇33 · ⭐ 2.8K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 110 · 🔀 340 · 📦 760 · 📋 460 - 14% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 150K / month · 📦 37 · ⏱️ 06.11.2023):
```
 pip install botorch
```
Conda (📥 95K · ⏱️ 07.11.2023):
```
 conda install -c conda-forge botorch
```

Keras Tuner (🥇33 · ⭐ 2.8K) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub (👨‍💻 60 · 🔀 380 · 📦 2.9K · 📋 470 - 42% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 160K / month · 📦 62 · ⏱️ 07.11.2023):
```
 pip install keras-tuner
```

Conda (📥 27K · ⏱️ 10.11.2023):

 conda install -c conda-forge keras-tuner

featuretools (🥈32 · ⭐ 6.9K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 71 · 🔀 850 · 📦 1.5K · 📋 970 - 17% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 52K / month · 📦 78 · ⏱️ 26.10.2023):
```
 pip install featuretools
```

Conda (📥 170K · ⏱️ 27.10.2023):

 conda install -c conda-forge featuretools

AutoKeras (🥈31 · ⭐ 9K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 18K · 📦 610 · 📋 890 - 14% open · ⏱️ 02.10.2023):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 14K / month · 📦 12 · ⏱️ 28.01.2023):
```
 pip install autokeras
```

auto-sklearn (🥈31 · ⭐ 7.2K · 💤) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 88 · 🔀 1.2K · 📥 51 · 📦 520 · 📋 1K - 17% open · ⏱️ 18.04.2023):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 18K / month · 📦 39 · ⏱️ 20.09.2022):
```
 pip install auto-sklearn
```

Conda (📥 20K · ⏱️ 16.06.2023):

 conda install -c conda-forge auto-sklearn

Bayesian Optimization (🥈31 · ⭐ 7.2K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 41 · 🔀 1.5K · 📥 140 · 📦 2.2K · 📋 320 - 3% open · ⏱️ 14.07.2023):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 240K / month · 📦 120 · ⏱️ 25.04.2023):
```
 pip install bayesian-optimization
```

nevergrad (🥈31 · ⭐ 3.8K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 51 · 🔀 340 · 📦 580 · 📋 290 - 41% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 80K / month · 📦 30 · ⏱️ 19.11.2023):
```
 pip install nevergrad
```

Conda (📥 44K · ⏱️ 21.09.2023):

 conda install -c conda-forge nevergrad

AutoGluon (🥈29 · ⭐ 6.5K) - AutoGluon: AutoML for Image, Text, Time Series, and.. Apache-2

GitHub (👨‍💻 110 · 🔀 800 · 📦 2 · 📋 1.1K - 23% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/autogluon/autogluon
```
PyPi (📥 57K / month · 📦 7 · ⏱️ 07.12.2023):
```
 pip install autogluon
```
Docker Hub (📥 5K · ⭐ 17 · ⏱️ 26.07.2023):
```
 docker pull autogluon/autogluon
```

mljar-supervised (🥈29 · ⭐ 2.8K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 23 · 🔀 370 · 📦 97 · 📋 590 - 22% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 5.8K / month · 📦 2 · ⏱️ 26.09.2023):
```
 pip install mljar-supervised
```

Conda (📥 12K · ⏱️ 27.09.2023):

 conda install -c conda-forge mljar-supervised

Hyperas (🥈27 · ⭐ 2.2K · 💤) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (👨‍💻 22 · 🔀 320 · 📦 330 · 📋 260 - 37% open · ⏱️ 05.01.2023):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 9.6K / month · 📦 24 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

GPyOpt (🥈25 · ⭐ 900 · 💤) - Gaussian Process Optimization using GPy. BSD-3

GitHub (👨‍💻 49 · 🔀 250 · 📦 470 · 📋 290 - 35% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 7.2K / month · 📦 38 · ⏱️ 19.03.2020):
```
 pip install gpyopt
```

FEDOT (🥈24 · ⭐ 570) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 30 · 🔀 80 · 📦 43 · 📋 510 - 17% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 780 / month · 📦 1 · ⏱️ 25.07.2023):
```
 pip install fedot
```

featurewiz (🥈24 · ⭐ 500) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 16 · 🔀 85 · 📦 62 · ⏱️ 05.12.2023):
```
 git clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 05.12.2023):
```
 pip install featurewiz
```

Hyperactive (🥉23 · ⭐ 470) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 7 · 🔀 41 · 📥 130 · 📦 21 · 📋 61 - 14% open · ⏱️ 01.11.2023):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 3.9K / month · 📦 5 · ⏱️ 24.10.2023):
```
 pip install hyperactive
```

igel (🥉20 · ⭐ 3.1K · 💤) - a delightful machine learning tool that allows you to train, test, and.. MIT

GitHub (👨‍💻 20 · 🔀 170 · 📥 40 · 📦 4 · 📋 50 - 12% open · ⏱️ 08.04.2023):
```
 git clone https://github.com/nidhaloff/igel
```
PyPi (📥 160 / month · ⏱️ 19.11.2021):
```
 pip install igel
```

AlphaPy (🥉19 · ⭐ 980) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (👨‍💻 5 · 🔀 180 · 📦 4 · 📋 42 - 30% open · ⏱️ 05.11.2023):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 150 / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

Auto ViML (🥉19 · ⭐ 470) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 8 · 🔀 95 · 📦 23 · 📋 32 - 9% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 01.06.2022):
```
 pip install autoviml
```

opytimizer (🥉18 · ⭐ 580) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub (👨‍💻 4 · 🔀 38 · 📦 16 · ⏱️ 22.09.2023):
```
 git clone https://github.com/gugarosa/opytimizer
```
PyPi (📥 310 / month · ⏱️ 04.05.2022):
```
 pip install opytimizer
```

Show 31 hidden projects...

Optuna (🥇39 · ⭐ 9K) - A hyperparameter optimization framework. ❗Unlicensed
TPOT (🥇33 · ⭐ 9.3K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
scikit-optimize (🥇33 · ⭐ 2.7K · 💀) - Sequential model-based optimization with a.. BSD-3
SMAC3 (🥈27 · ⭐ 940) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
lazypredict (🥈26 · ⭐ 2.3K · 💀) - Lazy Predict help build a lot of basic models without much.. MIT
Talos (🥈25 · ⭐ 1.6K · 💀) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
AdaNet (🥈24 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
Orion (🥈24 · ⭐ 270) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
auto_ml (🥉22 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
Test Tube (🥉22 · ⭐ 730 · 💀) - Python library to easily log experiments and parallelize.. MIT
HpBandSter (🥉22 · ⭐ 590 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
optunity (🥉22 · ⭐ 410 · 💀) - optimization routines for hyperparameter tuning. BSD-3
lightwood (🥉22 · ⭐ 390) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
MLBox (🥉21 · ⭐ 1.5K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
Neuraxle (🥉21 · ⭐ 590 · 💀) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
Dragonfly (🥉20 · ⭐ 810 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
sklearn-deap (🥉20 · ⭐ 740 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
shap-hypetune (🥉18 · ⭐ 500 · 💀) - A python package for simultaneous Hyperparameters Tuning and.. MIT
Sherpa (🥉18 · ⭐ 320 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉17 · ⭐ 1.5K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (🥉16 · ⭐ 700 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.7K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉12 · ⭐ 200 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
model_search (🥉11 · ⭐ 3.3K · 💀) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (🥉11 · ⭐ 950 · 💀) - Genetic neural architecture search with Keras. MIT
Hypermax (🥉11 · ⭐ 110) - Better, faster hyper-parameter optimization. BSD-3
Hypertunity (🥉9 · ⭐ 140 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇41 · ⭐ 33K · 💤) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 380 · 🔀 8.6K · 📦 48K · 📋 1.8K - 4% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 920K / month · 📦 2.7K · ⏱️ 20.07.2023):
```
 pip install gym
```
Conda (📥 260K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gym
```

TF-Agents (🥇32 · ⭐ 2.6K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 140 · 🔀 710 · 📦 1.4K · 📋 640 - 28% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 31K / month · 📦 5 · ⏱️ 03.10.2023):
```
 pip install tf-agents
```

ViZDoom (🥇32 · ⭐ 1.6K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 53 · 🔀 360 · 📥 12K · 📦 210 · 📋 460 - 8% open · ⏱️ 05.11.2023):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 15K / month · 📦 16 · ⏱️ 27.09.2023):
```
 pip install vizdoom
```

FinRL (🥈30 · ⭐ 8.4K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 110 · 🔀 2K · 📦 26 · 📋 650 - 27% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 1.5K / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Dopamine (🥈28 · ⭐ 10K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.4K · 📦 21 · 📋 180 - 52% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 36K / month · 📦 36 · ⏱️ 21.09.2022):
```
 pip install dopamine-rl
```

TensorLayer (🥈28 · ⭐ 7.3K · 💤) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.9K · 📋 470 - 6% open · ⏱️ 18.02.2023):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 1.6K / month · 📦 40 · ⏱️ 15.02.2022):
```
 pip install tensorlayer
```

Acme (🥈27 · ⭐ 3.3K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 84 · 🔀 400 · 📦 180 · 📋 260 - 21% open · ⏱️ 16.11.2023):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 1.1K / month · 📦 3 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 7.9K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dm-acme
```

TensorForce (🥉26 · ⭐ 3.3K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 84 · 🔀 540 · 📦 430 · 📋 660 - 5% open · ⏱️ 14.08.2023):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 660 / month · 📦 2 · ⏱️ 30.08.2021):
```
 pip install tensorforce
```

garage (🥉25 · ⭐ 1.8K · 💤) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 79 · 🔀 300 · 📦 92 · 📋 1K - 22% open · ⏱️ 04.01.2023):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 750 / month · 📦 2 · ⏱️ 23.03.2021):
```
 pip install garage
```

PARL (🥉24 · ⭐ 3.1K · 💤) - A high-performance distributed training framework for.. Apache-2

GitHub (👨‍💻 42 · 🔀 810 · 📦 120 · 📋 500 - 21% open · ⏱️ 19.05.2023):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 740 / month · 📦 1 · ⏱️ 13.05.2022):
```
 pip install parl
```

RLax (🥉24 · ⭐ 1.1K) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 21 · 🔀 82 · 📦 180 · 📋 30 - 40% open · ⏱️ 24.11.2023):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 440K / month · 📦 2 · ⏱️ 09.01.2023):
```
 pip install rlax
```

ReAgent (🥉23 · ⭐ 3.5K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 160 · 🔀 500 · 📋 140 - 47% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 30 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

PFRL (🥉22 · ⭐ 1.1K) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 19 · 🔀 140 · 📦 95 · 📋 78 - 42% open · ⏱️ 16.07.2023):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 540 / month · 📦 1 · ⏱️ 16.07.2023):
```
 pip install pfrl
```

Coach (🥉20 · ⭐ 2.3K · 💤) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 38 · 🔀 450 · 📋 270 - 32% open · ⏱️ 11.12.2022):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 110 / month · 📦 2 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

rliable (🥉14 · ⭐ 650 · 💤) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on.. Apache-2

GitHub (👨‍💻 6 · 🔀 42 · 📦 100 · 📋 14 - 21% open · ⏱️ 29.05.2023):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 8 hidden projects...

baselines (🥈30 · ⭐ 15K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.5K · 💀) - Deep Reinforcement Learning for Keras. MIT
Stable Baselines (🥉24 · ⭐ 4K · 💀) - A fork of OpenAI Baselines, implementations of.. MIT
ChainerRL (🥉24 · ⭐ 1.1K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
SerpentAI (🥉18 · ⭐ 6.6K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 6.9K · 💤) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉12 · ⭐ 250 · 💀) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇35 · ⭐ 17K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 130 · 🔀 2.8K · 📥 450 · 📦 92 · 📋 820 - 20% open · ⏱️ 13.10.2023):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 62K / month · 📦 2 · ⏱️ 01.04.2022):
```
 pip install recommenders
```

implicit (🥇31 · ⭐ 3.3K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 34 · 🔀 600 · 📥 660 · 📦 1.2K · 📋 480 - 15% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 220K / month · 📦 39 · ⏱️ 29.09.2023):
```
 pip install implicit
```
Conda (📥 550K · ⏱️ 21.11.2023):
```
 conda install -c conda-forge implicit
```

lightfm (🥈29 · ⭐ 4.5K · 💤) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2

GitHub (👨‍💻 47 · 🔀 660 · 📦 1.3K · 📋 490 - 27% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 700K / month · 📦 50 · ⏱️ 20.03.2023):
```
 pip install lightfm
```
Conda (📥 170K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lightfm
```

TF Recommenders (🥈29 · ⭐ 1.7K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 42 · 🔀 250 · 📦 270 · 📋 420 - 55% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 300K / month · 📦 1 · ⏱️ 03.02.2023):
```
 pip install tensorflow-recommenders
```

torchrec (🥈29 · ⭐ 1.6K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 190 · 🔀 300 · 📦 79 · 📋 230 - 57% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/pytorch/torchrec
```
PyPi (📥 280 / month · ⏱️ 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

scikit-surprise (🥈28 · ⭐ 6.1K · 💤) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 45 · 🔀 970 · 📦 21 · 📋 380 - 19% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 150K / month · 📦 50 · ⏱️ 23.09.2022):
```
 pip install scikit-surprise
```

Conda (📥 350K · ⏱️ 06.10.2023):

 conda install -c conda-forge scikit-surprise

Cornac (🥈28 · ⭐ 760) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 17 · 🔀 120 · 📦 180 · 📋 130 - 5% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 110K / month · 📦 16 · ⏱️ 20.10.2023):
```
 pip install cornac
```
Conda (📥 330K · ⏱️ 25.10.2023):
```
 conda install -c conda-forge cornac
```

RecBole (🥉27 · ⭐ 3K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 70 · 🔀 550 · 📋 840 - 21% open · ⏱️ 25.11.2023):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 31.10.2023):
```
 pip install recbole
```
Conda (📥 4.3K · ⏱️ 01.11.2023):
```
 conda install -c aibox recbole
```

TF Ranking (🥉27 · ⭐ 2.7K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 33 · 🔀 470 · 📋 320 - 25% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 110K / month · 📦 13 · ⏱️ 11.08.2023):
```
 pip install tensorflow_ranking
```

recmetrics (🥉21 · ⭐ 540) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 20 · 🔀 97 · 📥 5 · 📦 47 · 📋 28 - 46% open · ⏱️ 04.10.2023):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 11K / month · ⏱️ 26.04.2022):
```
 pip install recmetrics
```

Show 7 hidden projects...

lkpy (🥉24 · ⭐ 250) - Python recommendation toolkit. MIT
tensorrec (🥉21 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 1.1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
Spotlight (🥉18 · ⭐ 2.9K · 💀) - Deep recommender models using PyTorch. MIT
Case Recommender (🥉18 · ⭐ 450 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
Collie (🥉17 · ⭐ 100 · 💤) - A library for preparing, training, and evaluating scalable deep.. BSD-3
OpenRec (🥉16 · ⭐ 400 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇36 · ⭐ 9K) - Perform data science on data that remains in someone elses server. Apache-2

GitHub (👨‍💻 500 · 🔀 2K · 📥 1.1K · 📋 3.5K - 4% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 5.8K / month · 📦 5 · ⏱️ 07.12.2023):
```
 pip install syft
```

Opacus (🥈28 · ⭐ 1.5K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 74 · 🔀 300 · 📥 110 · 📦 700 · 📋 270 - 24% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 47K / month · 📦 17 · ⏱️ 06.05.2022):
```
 pip install opacus
```
Conda (📥 12K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge opacus
```

TensorFlow Privacy (🥈27 · ⭐ 1.8K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 57 · 🔀 430 · 📥 130 · 📋 200 - 55% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 18K / month · 📦 14 · ⏱️ 11.10.2023):
```
 pip install tensorflow-privacy
```

FATE (🥉25 · ⭐ 5.3K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 94 · 🔀 1.5K · 📋 1.8K - 43% open · ⏱️ 28.11.2023):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (⏱️ 06.05.2020):
```
 pip install ETAF
```

TFEncrypted (🥉25 · ⭐ 1.2K · 💤) - A Framework for Encrypted Machine Learning in.. Apache-2

GitHub (👨‍💻 29 · 🔀 200 · 📦 64 · 📋 440 - 32% open · ⏱️ 08.02.2023):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 910 / month · 📦 9 · ⏱️ 16.11.2022):
```
 pip install tf-encrypted
```

CrypTen (🥉23 · ⭐ 1.4K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 33 · 🔀 290 · 📦 31 · 📋 260 - 26% open · ⏱️ 25.08.2023):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 08.12.2022):
```
 pip install crypten
```

Show 1 hidden projects...

PipelineDP (🥉21 · ⭐ 260) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

mlflow (🥇44 · ⭐ 16K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 680 · 🔀 3.7K · 📦 27K · 📋 3.6K - 36% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 15M / month · 📦 520 · ⏱️ 07.12.2023):
```
 pip install mlflow
```
Conda (📥 1.7M · ⏱️ 07.12.2023):
```
 conda install -c conda-forge mlflow
```

Tensorboard (🥇43 · ⭐ 6.4K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 310 · 🔀 1.6K · 📦 200K · 📋 1.9K - 34% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 22M / month · 📦 2.9K · ⏱️ 02.11.2023):
```
 pip install tensorboard
```

Conda (📥 4.4M · ⏱️ 03.11.2023):

 conda install -c conda-forge tensorboard

DVC (🥇41 · ⭐ 13K) - ML Experiments Management with Git. Apache-2

GitHub (👨‍💻 290 · 🔀 1.1K · 📥 46K · 📦 11K · 📋 4.5K - 12% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 840K / month · 📦 87 · ⏱️ 06.12.2023):
```
 pip install dvc
```
Conda (📥 1.7M · ⏱️ 06.12.2023):
```
 conda install -c conda-forge dvc
```

wandb client (🥇41 · ⭐ 7.6K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 170 · 🔀 580 · 📦 34K · 📋 2.9K - 27% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 8M / month · 📦 660 · ⏱️ 05.12.2023):
```
 pip install wandb
```
Conda (📥 430K · ⏱️ 05.12.2023):
```
 conda install -c conda-forge wandb
```

SageMaker SDK (🥈38 · ⭐ 2K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 410 · 🔀 1.1K · 📦 3.3K · 📋 1.4K - 34% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 36M / month · 📦 90 · ⏱️ 30.11.2023):
```
 pip install sagemaker
```

Conda (📥 700K · ⏱️ 27.11.2023):

 conda install -c conda-forge sagemaker-python-sdk

PyCaret (🥈37 · ⭐ 8K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 130 · 🔀 1.7K · 📥 680 · 📦 4.8K · 📋 2.2K - 14% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 300K / month · 📦 16 · ⏱️ 12.11.2023):
```
 pip install pycaret
```
Conda (📥 41K · ⏱️ 16.11.2023):
```
 conda install -c conda-forge pycaret
```

snakemake (🥈35 · ⭐ 2K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 310 · 🔀 460 · 📦 1.8K · 📋 1.4K - 59% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 330K / month · 📦 260 · ⏱️ 18.09.2023):
```
 pip install snakemake
```
Conda (📥 930K · ⏱️ 17.10.2023):
```
 conda install -c bioconda snakemake
```

AzureML SDK (🥈34 · ⭐ 3.8K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 64 · 🔀 2.4K · 📥 500 · 📋 1.4K - 25% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 640K / month · 📦 48 · ⏱️ 09.11.2023):
```
 pip install azureml-sdk
```

tensorboardX (🥈33 · ⭐ 7.7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 82 · 🔀 870 · 📥 400 · 📦 37K · 📋 450 - 17% open · ⏱️ 12.11.2023):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.2M / month · 📦 1K · ⏱️ 20.08.2023):
```
 pip install tensorboardX
```

Conda (📥 1.1M · ⏱️ 20.08.2023):

 conda install -c conda-forge tensorboardx

Metaflow (🥈33 · ⭐ 7.2K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub (👨‍💻 76 · 🔀 700 · 📦 560 · 📋 640 - 48% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 180K / month · 📦 26 · ⏱️ 04.12.2023):
```
 pip install metaflow
```
Conda (📥 160K · ⏱️ 05.12.2023):
```
 conda install -c conda-forge metaflow
```

ClearML (🥈33 · ⭐ 4.9K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub (👨‍💻 88 · 🔀 600 · 📥 1.8K · 📦 830 · 📋 920 - 43% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 230K / month · 📦 16 · ⏱️ 08.11.2023):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

kaggle (🥈31 · ⭐ 5.7K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 37 · 🔀 1K · 📦 21 · 📋 420 - 33% open · ⏱️ 17.07.2023):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 190K / month · 📦 380 · ⏱️ 19.09.2023):
```
 pip install kaggle
```
Conda (📥 140K · ⏱️ 18.07.2023):
```
 conda install -c conda-forge kaggle
```

Neptune.ai (🥈31 · ⭐ 430) - The MLOps stack component for experiment tracking. Apache-2

GitHub (👨‍💻 52 · 🔀 52 · 📋 230 - 14% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 540K / month · 📦 49 · ⏱️ 07.12.2023):
```
 pip install neptune-client
```

Conda (📥 220K · ⏱️ 04.12.2023):

 conda install -c conda-forge neptune-client

aim (🥈30 · ⭐ 4.4K) - Aim An easy-to-use & supercharged open-source experiment tracker. Apache-2

GitHub (👨‍💻 58 · 🔀 250 · 📦 380 · 📋 950 - 32% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 90K / month · 📦 16 · ⏱️ 06.12.2023):
```
 pip install aim
```
Conda (📥 40K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge aim
```

sacred (🥈30 · ⭐ 4.1K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 100 · 🔀 380 · 📦 2.7K · 📋 560 - 17% open · ⏱️ 13.11.2023):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 22K / month · 📦 110 · ⏱️ 13.11.2023):
```
 pip install sacred
```
Conda (📥 4.4K · ⏱️ 28.11.2023):
```
 conda install -c conda-forge sacred
```

VisualDL (🥉28 · ⭐ 4.7K · 📉) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 33 · 🔀 630 · 📥 340 · 📦 2.5K · 📋 500 - 28% open · ⏱️ 20.09.2023):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 180K / month · 📦 46 · ⏱️ 05.06.2023):
```
 pip install visualdl
```

quinn (🥉28 · ⭐ 540) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 24 · 🔀 76 · 📥 9 · 📦 73 · 📋 89 - 39% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/MrPowers/quinn
```
PyPi (📥 870K / month · 📦 6 · ⏱️ 17.02.2023):
```
 pip install quinn
```

Labml (🥉27 · ⭐ 1.7K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 9 · 🔀 120 · 📦 110 · 📋 38 - 47% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 2.6K / month · 📦 6 · ⏱️ 10.09.2023):
```
 pip install labml
```

ml-metadata (🥉27 · ⭐ 570) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 19 · 🔀 120 · 📥 2.1K · 📦 370 · 📋 100 - 27% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 65K / month · 📦 23 · ⏱️ 10.08.2023):
```
 pip install ml-metadata
```

TNT (🥉26 · ⭐ 1.6K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 110 · 🔀 250 · 📋 93 - 34% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 6.9K / month · 📦 38 · ⏱️ 29.07.2018):
```
 pip install torchnet
```

Guild AI (🥉22 · ⭐ 840) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 29 · 🔀 81 · 📥 14 · 📦 86 · 📋 440 - 50% open · ⏱️ 12.08.2023):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 980 / month · ⏱️ 11.05.2022):
```
 pip install guildai
```

Studio.ml (🥉21 · ⭐ 380) - Studio: Simplify and expedite model building process. Apache-2

GitHub (👨‍💻 24 · 🔀 52 · 📦 5 · 📋 250 - 22% open · ⏱️ 06.09.2023):
```
 git clone https://github.com/studioml/studio
```
PyPi (📥 620 / month · ⏱️ 14.09.2021):
```
 pip install studioml
```

TensorWatch (🥉20 · ⭐ 3.3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT

GitHub (👨‍💻 15 · 🔀 360 · 📦 130 · 📋 70 - 75% open · ⏱️ 30.08.2023):
```
 git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 910 / month · 📦 7 · ⏱️ 04.03.2020):
```
 pip install tensorwatch
```

caliban (🥉15 · ⭐ 490) - Research workflows made easy, locally and in the Cloud. Apache-2

GitHub (👨‍💻 10 · 🔀 69 · 📦 1 · 📋 34 - 55% open · ⏱️ 11.10.2023):
```
 git clone https://github.com/google/caliban
```
PyPi (📥 110 / month · ⏱️ 12.09.2020):
```
 pip install caliban
```

Show 16 hidden projects...

Catalyst (🥈29 · ⭐ 3.2K · 💀) - Accelerated deep learning R&D. Apache-2
knockknock (🥉25 · ⭐ 2.7K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
livelossplot (🥉25 · ⭐ 1.3K · 💀) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
SKLL (🥉25 · ⭐ 550) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
gokart (🥉25 · ⭐ 290) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
hiddenlayer (🥉22 · ⭐ 1.7K · 💀) - Neural network graphs and training metrics for.. MIT
lore (🥉20 · ⭐ 1.6K · 💀) - Lore makes machine learning approachable for Software Engineers and.. MIT
TensorBoard Logger (🥉20 · ⭐ 630 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (🥉20 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
keepsake (🥉18 · ⭐ 1.6K · 💀) - Version control for machine learning. Apache-2
datmo (🥉17 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉16 · ⭐ 220) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉16 · ⭐ 140 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉13 · ⭐ 120 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
CometML (🥉13) - Supercharging Machine Learning. ❗Unlicensed
traintool (🥉8 · ⭐ 12 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇43 · ⭐ 16K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 300 · 🔀 3.6K · 📥 20K · 📦 21K · 📋 2.6K - 11% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 4.3M / month · 📦 640 · ⏱️ 26.10.2023):
```
 pip install onnx
```
Conda (📥 890K · ⏱️ 07.11.2023):
```
 conda install -c conda-forge onnx
```

triton (🥇38 · ⭐ 9.1K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 190 · 🔀 940 · 📦 21 · 📋 930 - 40% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 7M / month · 📦 73 · ⏱️ 01.09.2023):
```
 pip install triton
```

BentoML (🥈35 · ⭐ 6K) - Build Production-Grade AI Applications. Apache-2

GitHub (👨‍💻 190 · 🔀 670 · 📥 2.1K · 📦 1.4K · 📋 960 - 18% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 70K / month · 📦 12 · ⏱️ 20.11.2023):
```
 pip install bentoml
```

TorchServe (🥈35 · ⭐ 3.8K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 180 · 🔀 780 · 📥 5.4K · 📦 560 · 📋 1.5K - 22% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 41K / month · 📦 15 · ⏱️ 12.10.2023):
```
 pip install torchserve
```
Conda (📥 140K · ⏱️ 12.10.2023):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1.2M · ⭐ 22 · ⏱️ 12.10.2023):
```
 docker pull pytorch/torchserve
```

huggingface_hub (🥈35 · ⭐ 1.4K) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub (👨‍💻 120 · 🔀 320 · 📋 660 - 16% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 23M / month · 📦 550 · ⏱️ 16.11.2023):
```
 pip install huggingface_hub
```

Conda (📥 1.5M · ⏱️ 20.11.2023):

 conda install -c conda-forge huggingface_hub

Core ML Tools (🥈33 · ⭐ 3.8K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 160 · 🔀 560 · 📥 8.9K · 📦 3.5K · 📋 1.3K - 21% open · ⏱️ 28.11.2023):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 180K / month · 📦 170 · ⏱️ 01.11.2023):
```
 pip install coremltools
```

Conda (📥 53K · ⏱️ 16.06.2023):

 conda install -c conda-forge coremltools

Hummingbird (🥈26 · ⭐ 3.3K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 39 · 🔀 270 · 📥 360 · 📋 300 - 18% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 10K / month · 📦 3 · ⏱️ 10.06.2020):
```
 pip install hummingbird-ml
```

Conda (📥 37K · ⏱️ 12.07.2023):

 conda install -c conda-forge hummingbird-ml

hls4ml (🥉25 · ⭐ 980) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 56 · 🔀 360 · 📋 410 - 39% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 760 / month · ⏱️ 16.11.2023):
```
 pip install hls4ml
```
Conda (📥 7.1K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hls4ml
```

nebullvm (🥉22 · ⭐ 8.3K) - The user analytics platform for LLMs. Apache-2

GitHub (👨‍💻 40 · 🔀 650 · 📋 200 - 48% open · ⏱️ 28.10.2023):
```
 git clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 510 / month · 📦 2 · ⏱️ 18.06.2023):
```
 pip install nebullvm
```

cortex (🥉22 · ⭐ 8K · 💤) - Production infrastructure for machine learning at scale. Apache-2

GitHub (👨‍💻 25 · 🔀 610 · 📋 1.1K - 10% open · ⏱️ 04.03.2023):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 950 / month · 📦 1 · ⏱️ 23.09.2022):
```
 pip install cortex
```

Show 10 hidden projects...

mmdnn (🥈26 · ⭐ 5.8K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
m2cgen (🥉25 · ⭐ 2.7K · 💀) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
sklearn-porter (🥉23 · ⭐ 1.3K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
Larq Compute Engine (🥉21 · ⭐ 230) - Highly optimized inference engine for Binarized.. Apache-2
OMLT (🥉20 · ⭐ 220) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
pytorch2keras (🥉19 · ⭐ 840 · 💀) - PyTorch to Keras model convertor. MIT
modelkit (🥉17 · ⭐ 150) - Toolkit for developing and maintaining ML models. MIT
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
backprop (🥉14 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉13 · ⭐ 2.4K · 💀) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇41 · ⭐ 21K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 230 · 🔀 3.1K · 📦 15K · 📋 2.4K - 59% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 7.3M / month · 📦 440 · ⏱️ 07.12.2023):
```
 pip install shap
```
Conda (📥 2.2M · ⏱️ 09.10.2023):
```
 conda install -c conda-forge shap
```

arviz (🥇36 · ⭐ 1.5K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 150 · 🔀 360 · 📥 130 · 📦 5.3K · 📋 830 - 20% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 1.3M / month · 📦 160 · ⏱️ 18.07.2023):
```
 pip install arviz
```
Conda (📥 2.1M · ⏱️ 19.09.2023):
```
 conda install -c conda-forge arviz
```

Netron (🥇34 · ⭐ 25K) - Visualizer for neural network, deep learning and machine learning.. MIT

GitHub (👨‍💻 2 · 🔀 2.6K · 📥 68K · 📦 11 · 📋 1K - 2% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 21K / month · 📦 74 · ⏱️ 02.12.2023):
```
 pip install netron
```

InterpretML (🥇33 · ⭐ 5.8K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 39 · 🔀 680 · 📦 580 · 📋 400 - 18% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 85K / month · 📦 29 · ⏱️ 26.08.2023):
```
 pip install interpret
```

Captum (🥇33 · ⭐ 4.3K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 100 · 🔀 460 · 📦 1.6K · 📋 520 - 36% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 120K / month · 📦 59 · ⏱️ 05.12.2023):
```
 pip install captum
```
Conda (📥 19K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge captum
```

evaluate (🥈32 · ⭐ 1.6K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 120 · 🔀 180 · 📦 5.2K · 📋 250 - 51% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi (📥 1.7M / month · 📦 140 · ⏱️ 13.10.2023):
```
 pip install evaluate
```

DoWhy (🥈30 · ⭐ 6.4K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 82 · 🔀 880 · 📥 33 · 📦 310 · 📋 430 - 29% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/py-why/dowhy
```
PyPi (📥 37K / month · 📦 7 · ⏱️ 06.12.2023):
```
 pip install dowhy
```
Conda (📥 18K · ⏱️ 30.11.2023):
```
 conda install -c conda-forge dowhy
```

explainerdashboard (🥈30 · ⭐ 2.1K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 20 · 🔀 300 · 📦 410 · 📋 220 - 13% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 63K / month · 📦 9 · ⏱️ 01.08.2023):
```
 pip install explainerdashboard
```

Conda (📥 42K · ⏱️ 16.06.2023):

 conda install -c conda-forge explainerdashboard

dtreeviz (🥈29 · ⭐ 2.7K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 25 · 🔀 320 · 📦 980 · 📋 190 - 30% open · ⏱️ 13.07.2023):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 160K / month · 📦 24 · ⏱️ 07.07.2022):
```
 pip install dtreeviz
```
Conda (📥 63K · ⏱️ 13.07.2023):
```
 conda install -c conda-forge dtreeviz
```

shapash (🥈29 · ⭐ 2.5K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2

GitHub (👨‍💻 35 · 🔀 300 · 📦 130 · 📋 180 - 19% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 5.6K / month · 📦 2 · ⏱️ 01.12.2023):
```
 pip install shapash
```

Alibi (🥈29 · ⭐ 2.2K) - Algorithms for explaining machine learning models. Apache-2

GitHub (👨‍💻 19 · 🔀 230 · 📦 540 · 📋 360 - 37% open · ⏱️ 13.11.2023):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 17K / month · 📦 26 · ⏱️ 07.07.2023):
```
 pip install alibi
```

pyLDAvis (🥈29 · ⭐ 1.7K · 💤) - Python library for interactive topic model visualization... BSD-3

GitHub (👨‍💻 39 · 🔀 360 · 📦 5.5K · 📋 180 - 45% open · ⏱️ 24.04.2023):
```
 git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 210K / month · 📦 160 · ⏱️ 23.04.2023):
```
 pip install pyldavis
```
Conda (📥 77K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyldavis
```

fairlearn (🥈29 · ⭐ 1.7K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 77 · 🔀 360 · 📦 2 · 📋 460 - 37% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 320K / month · 📦 29 · ⏱️ 27.07.2023):
```
 pip install fairlearn
```

Conda (📥 30K · ⏱️ 28.07.2023):

 conda install -c conda-forge fairlearn

Model Analysis (🥈29 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 56 · 🔀 270 · 📋 87 - 39% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 94K / month · 📦 23 · ⏱️ 14.08.2023):
```
 pip install tensorflow-model-analysis
```

responsible-ai-widgets (🥈29 · ⭐ 1K) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub (👨‍💻 39 · 🔀 280 · 📦 75 · 📋 300 - 25% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 5.6K / month · 📦 3 · ⏱️ 06.12.2023):
```
 pip install raiwidgets
```

imodels (🥈28 · ⭐ 1.2K) - Interpretable ML package for concise, transparent, and accurate.. MIT

GitHub (👨‍💻 22 · 🔀 110 · 📦 59 · 📋 78 - 33% open · ⏱️ 16.11.2023):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 180K / month · 📦 4 · ⏱️ 05.10.2023):
```
 pip install imodels
```

yellowbrick (🥈27 · ⭐ 4.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 110 · 🔀 550 · 📋 700 - 12% open · ⏱️ 05.07.2023):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 490K / month · 📦 85 · ⏱️ 21.08.2022):
```
 pip install yellowbrick
```

Conda (📥 73K · ⏱️ 16.06.2023):

 conda install -c conda-forge yellowbrick

LIT (🥈27 · ⭐ 3.2K) - The Learning Interpretability Tool: Interactively analyze ML models to.. Apache-2

GitHub (👨‍💻 34 · 🔀 340 · 📦 25 · 📋 170 - 54% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 3.1K / month · 📦 1 · ⏱️ 08.11.2023):
```
 pip install lit-nlp
```
Conda (📥 66K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lit-nlp
```

Fairness 360 (🥈27 · ⭐ 2.2K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 70 · 🔀 770 · 📦 330 · 📋 260 - 63% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 10K / month · 📦 14 · ⏱️ 03.09.2022):
```
 pip install aif360
```
Conda (📥 7.7K · ⏱️ 14.10.2023):
```
 conda install -c conda-forge aif360
```

iNNvestigate (🥉26 · ⭐ 1.2K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub (👨‍💻 20 · 🔀 240 · 📥 87 · 📦 110 · 📋 260 - 20% open · ⏱️ 12.10.2023):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 780 / month · 📦 2 · ⏱️ 12.10.2023):
```
 pip install innvestigate
```

CausalNex (🥉25 · ⭐ 2K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 35 · 🔀 230 · 📦 100 · 📋 130 - 12% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 3.9K / month · 📦 3 · ⏱️ 22.06.2023):
```
 pip install causalnex
```

checklist (🥉25 · ⭐ 2K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT

GitHub (👨‍💻 15 · 🔀 200 · 📦 290 · 📋 120 - 29% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 4.5K / month · 📦 7 · ⏱️ 24.05.2021):
```
 pip install checklist
```

Conda (📥 6.6K · ⏱️ 16.06.2023):

 conda install -c conda-forge checklist

Explainability 360 (🥉25 · ⭐ 1.4K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 41 · 🔀 300 · 📦 86 · 📋 83 - 65% open · ⏱️ 22.08.2023):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 2K / month · 📦 1 · ⏱️ 31.07.2023):
```
 pip install aix360
```

keract (🥉24 · ⭐ 1K) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 200 · 📋 89 - 3% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 5K / month · 📦 9 · ⏱️ 25.09.2022):
```
 pip install keract
```

DiCE (🥉23 · ⭐ 1.2K) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 19 · 🔀 170 · 📋 160 - 42% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 57K / month · 📦 6 · ⏱️ 27.10.2023):
```
 pip install dice-ml
```

What-If Tool (🥉22 · ⭐ 860 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 160 · 📋 140 - 58% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 4.9K / month · 📦 4 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 2.1M · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 920 / month · 📦 1 · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

aequitas (🥉22 · ⭐ 580) - Bias and Fairness Audit Toolkit. MIT

GitHub (👨‍💻 18 · 🔀 99 · 📦 140 · 📋 71 - 67% open · ⏱️ 20.08.2023):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 1.3K / month · 📦 7 · ⏱️ 16.12.2020):
```
 pip install aequitas
```

ecco (🥉21 · ⭐ 1.8K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 11 · 🔀 150 · 📥 69 · 📦 28 · 📋 57 - 45% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 350 / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 4.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ecco
```

model-card-toolkit (🥉20 · ⭐ 390) - A toolkit that streamlines and automates the generation.. Apache-2

GitHub (👨‍💻 22 · 🔀 79 · 📥 14 · 📦 22 · 📋 33 - 30% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 2.3K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install model-card-toolkit
```

fairness-indicators (🥉19 · ⭐ 320) - Tensorflows Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 33 · 🔀 78 · 📋 30 - 70% open · ⏱️ 16.08.2023):
```
 git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 1.9K / month · ⏱️ 13.12.2022):
```
 pip install fairness-indicators
```

LOFO (🥉18 · ⭐ 790 · 💤) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 5 · 🔀 79 · 📦 27 · 📋 28 - 21% open · ⏱️ 14.04.2023):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 900 / month · 📦 2 · ⏱️ 27.04.2022):
```
 pip install lofo-importance
```

sklearn-evaluation (🥉17 · ⭐ 360 · 💤) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 19 · 🔀 41 · ⏱️ 13.01.2023):

 git clone https://github.com/edublancas/sklearn-evaluation

PyPi (📥 1.6K / month · 📦 5 · ⏱️ 28.12.2020):
```
 pip install sklearn-evaluation
```

FlashTorch (🥉15 · ⭐ 710) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT

GitHub (👨‍💻 2 · 🔀 88 · 📦 15 · 📋 32 - 31% open · ⏱️ 21.09.2023):
```
 git clone https://github.com/MisaOgura/flashtorch
```
PyPi (📥 250 / month · ⏱️ 29.05.2020):
```
 pip install flashtorch
```

interpret-text (🥉13 · ⭐ 380) - A library that incorporates state-of-the-art explainers for.. MIT

GitHub (👨‍💻 17 · 🔀 66 · 📋 100 - 83% open · ⏱️ 02.10.2023):
```
 git clone https://github.com/interpretml/interpret-text
```
PyPi (📥 49 / month · ⏱️ 07.12.2021):
```
 pip install interpret-text
```

Show 20 hidden projects...

Lime (🥇33 · ⭐ 11K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
Deep Checks (🥈29 · ⭐ 3.1K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
scikit-plot (🥈28 · ⭐ 2.4K · 💀) - An intuitive library to add plotting functionality to.. MIT
eli5 (🥈27 · ⭐ 2.7K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
Lucid (🥉25 · ⭐ 4.6K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
keras-vis (🥉25 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
DALEX (🥉24 · ⭐ 1.3K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
random-forest-importances (🥉23 · ⭐ 580 · 💀) - Code to compute permutation and drop-column.. MIT
tf-explain (🥉22 · ⭐ 1K · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
TreeInterpreter (🥉22 · ⭐ 730 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
Quantus (🥉22 · ⭐ 440) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️GPL-3.0
deeplift (🥉21 · ⭐ 770 · 💀) - Public facing deeplift repo. MIT
tcav (🥉19 · ⭐ 600 · 💀) - Code for the TCAV ML interpretability project. Apache-2
XAI (🥉17 · ⭐ 960 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
Anchor (🥉16 · ⭐ 760 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
ExplainX.ai (🥉15 · ⭐ 370 · 💀) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Skater (🥉14 · ⭐ 1.1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
Attribution Priors (🥉12 · ⭐ 120 · 💀) - Tools for training explainable models using.. MIT
contextual-ai (🥉12 · ⭐ 84 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2
bias-detector (🥉11 · ⭐ 42 · 💀) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 4.2K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇41 · ⭐ 24K) - A cloud-native vector database, storage for next generation AI.. Apache-2

GitHub (👨‍💻 260 · 🔀 2.5K · 📥 57K · 📋 9.7K - 6% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 520K / month · 📦 76 · ⏱️ 04.12.2023):
```
 pip install pymilvus
```
Docker Hub (📥 9M · ⭐ 38 · ⏱️ 07.12.2023):
```
 docker pull milvusdb/milvus
```

Faiss (🥇38 · ⭐ 26K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 140 · 🔀 3.1K · 📦 3.3K · 📋 2.2K - 16% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 520K / month · 📦 76 · ⏱️ 04.12.2023):
```
 pip install pymilvus
```
Conda (📥 990K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge faiss
```

Annoy (🥈33 · ⭐ 12K · 📉) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2

GitHub (👨‍💻 88 · 🔀 1.1K · 📦 3.4K · 📋 400 - 13% open · ⏱️ 20.08.2023):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 810K / month · 📦 270 · ⏱️ 14.06.2023):
```
 pip install annoy
```

Conda (📥 380K · ⏱️ 25.09.2023):

 conda install -c conda-forge python-annoy

hnswlib (🥈33 · ⭐ 3.7K · 📈) - Header-only C++/python library for fast approximate nearest.. Apache-2

GitHub (👨‍💻 72 · 🔀 580 · 📦 5.6K · 📋 340 - 56% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 680K / month · 📦 63 · ⏱️ 03.12.2023):
```
 pip install hnswlib
```
Conda (📥 120K · ⏱️ 27.09.2023):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (🥉29 · ⭐ 820) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 27 · 🔀 100 · 📦 5K · 📋 130 - 53% open · ⏱️ 20.11.2023):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 990K / month · 📦 68 · ⏱️ 20.11.2023):
```
 pip install pynndescent
```

Conda (📥 1.7M · ⏱️ 20.11.2023):

 conda install -c conda-forge pynndescent

USearch (🥉27 · ⭐ 1.1K) - Fastest Open-Source Search & Clustering engine for Vectors & Strings.. Apache-2

GitHub (👨‍💻 26 · 🔀 56 · 📥 730 · 📦 30 · 📋 63 - 20% open · ⏱️ 26.11.2023):
```
 git clone https://github.com/unum-cloud/usearch
```
PyPi (📥 47K / month · 📦 1 · ⏱️ 26.11.2023):
```
 pip install usearch
```
npm (📥 5.7K / month · 📦 4 · ⏱️ 26.11.2023):
```
 npm install usearch
```
Docker Hub (📥 43 · ⭐ 1 · ⏱️ 26.11.2023):
```
 docker pull unum/usearch
```

NGT (🥉22 · ⭐ 1.1K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 14 · 🔀 110 · 📋 130 - 13% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 6K / month · 📦 8 · ⏱️ 06.12.2023):
```
 pip install ngt
```

NearPy (🥉20 · ⭐ 750 · 💤) - Python framework for fast (approximated) nearest neighbour search in.. MIT

GitHub (👨‍💻 20 · 🔀 150 · 📦 95 · 📋 64 - 39% open · ⏱️ 22.01.2023):
```
 git clone https://github.com/pixelogik/NearPy
```
PyPi (📥 660 / month · 📦 16 · ⏱️ 27.09.2016):
```
 pip install NearPy
```

N2 (🥉19 · ⭐ 560) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2

GitHub (👨‍💻 20 · 🔀 75 · 📦 31 · 📋 35 - 37% open · ⏱️ 27.06.2023):
```
 git clone https://github.com/kakao/n2
```
PyPi (📥 290 / month · 📦 4 · ⏱️ 16.10.2020):
```
 pip install n2
```

Show 3 hidden projects...

NMSLIB (🥈31 · ⭐ 3.2K · 💀) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
Magnitude (🥉23 · ⭐ 1.6K · 💀) - A fast, efficient universal vector embedding utility package. MIT
PySparNN (🥉11 · ⭐ 910 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (🥇40 · ⭐ 7.9K) - Bayesian Modeling and Probabilistic Programming in Python. Apache-2

GitHub (👨‍💻 470 · 🔀 1.9K · 📥 1.9K · 📦 2.4K · 📋 3.2K - 7% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 510K / month · 📦 250 · ⏱️ 15.03.2022):
```
 pip install pymc3
```
Conda (📥 550K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 4K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 490 · 🔀 1.1K · 📋 1.4K - 46% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 1.4M / month · 📦 440 · ⏱️ 20.11.2023):
```
 pip install tensorflow-probability
```

Conda (📥 120K · ⏱️ 15.11.2023):

 conda install -c conda-forge tensorflow-probability

Pyro (🥇35 · ⭐ 8.2K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 150 · 🔀 970 · 📦 1.8K · 📋 1.1K - 22% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 300K / month · 📦 110 · ⏱️ 29.07.2023):
```
 pip install pyro-ppl
```
Conda (📥 130K · ⏱️ 29.07.2023):
```
 conda install -c conda-forge pyro-ppl
```

patsy (🥈32 · ⭐ 900 · 📈) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 17 · 🔀 100 · 📦 84K · 📋 150 - 48% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 10M / month · 📦 2.7K · ⏱️ 30.11.2023):
```
 pip install patsy
```
Conda (📥 9.4M · ⏱️ 01.12.2023):
```
 conda install -c conda-forge patsy
```

pgmpy (🥈31 · ⭐ 2.5K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 120 · 🔀 690 · 📥 300 · 📦 790 · 📋 880 - 29% open · ⏱️ 03.11.2023):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 59K / month · 📦 32 · ⏱️ 16.10.2023):
```
 pip install pgmpy
```

emcee (🥈31 · ⭐ 1.4K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub (👨‍💻 73 · 🔀 430 · 📦 2.2K · 📋 280 - 17% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/dfm/emcee
```
PyPi (📥 110K / month · 📦 360 · ⏱️ 02.02.2023):
```
 pip install emcee
```
Conda (📥 320K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge emcee
```

GPyTorch (🥈30 · ⭐ 3.3K) - A highly efficient implementation of Gaussian Processes in PyTorch. MIT

GitHub (👨‍💻 130 · 🔀 500 · 📦 1.7K · 📋 1.3K - 24% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 190K / month · 📦 83 · ⏱️ 02.06.2023):
```
 pip install gpytorch
```
Conda (📥 140K · ⏱️ 11.08.2023):
```
 conda install -c conda-forge gpytorch
```

hmmlearn (🥈30 · ⭐ 2.9K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 45 · 🔀 730 · 📦 2.2K · 📋 420 - 13% open · ⏱️ 31.08.2023):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 180K / month · 📦 140 · ⏱️ 18.04.2023):
```
 pip install hmmlearn
```
Conda (📥 200K · ⏱️ 07.10.2023):
```
 conda install -c conda-forge hmmlearn
```

SALib (🥈30 · ⭐ 760) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 44 · 🔀 220 · 📦 960 · 📋 320 - 15% open · ⏱️ 14.11.2023):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 140K / month · 📦 83 · ⏱️ 08.01.2023):
```
 pip install salib
```
Conda (📥 140K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge salib
```

pomegranate (🥉29 · ⭐ 3.2K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 72 · 🔀 570 · 📦 1K · 📋 740 - 3% open · ⏱️ 13.11.2023):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 23K / month · 📦 58 · ⏱️ 17.09.2023):
```
 pip install pomegranate
```

Conda (📥 140K · ⏱️ 07.09.2023):

 conda install -c conda-forge pomegranate

GPflow (🥉29 · ⭐ 1.8K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 83 · 🔀 440 · 📦 590 · 📋 820 - 17% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 48K / month · 📦 36 · ⏱️ 09.08.2023):
```
 pip install gpflow
```
Conda (📥 24K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gpflow
```

bambi (🥉27 · ⭐ 960) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 35 · 🔀 110 · 📦 100 · 📋 370 - 18% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 19K / month · 📦 9 · ⏱️ 25.10.2023):
```
 pip install bambi
```
Conda (📥 28K · ⏱️ 27.10.2023):
```
 conda install -c conda-forge bambi
```

Baal (🥉25 · ⭐ 800) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (👨‍💻 21 · 🔀 81 · 📦 52 · 📋 110 - 22% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/baal-org/baal
```
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 02.10.2023):
```
 pip install baal
```
Conda (📥 7.5K · ⏱️ 12.06.2023):
```
 conda install -c conda-forge baal
```

scikit-posthocs (🥉25 · ⭐ 300) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT

GitHub (👨‍💻 13 · 🔀 37 · 📥 39 · 📦 550 · 📋 52 - 11% open · ⏱️ 06.11.2023):
```
 git clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 67K / month · 📦 29 · ⏱️ 06.11.2023):
```
 pip install scikit-posthocs
```

Conda (📥 900K · ⏱️ 07.11.2023):

 conda install -c conda-forge scikit-posthocs

Orbit (🥉22 · ⭐ 1.8K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 18 · 🔀 130 · 📦 42 · 📋 390 - 16% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 29K / month · 📦 1 · ⏱️ 29.01.2023):
```
 pip install orbit-ml
```

Show 8 hidden projects...

filterpy (🥈32 · ⭐ 3K · 💀) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pandas-ta (🥈30 · ⭐ 4.2K · 💀) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
pingouin (🥈30 · ⭐ 1.4K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉25 · ⭐ 290) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
Funsor (🥉21 · ⭐ 220) - Functional tensors for probabilistic programming. Apache-2
pyhsmm (🥉20 · ⭐ 540 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
ZhuSuan (🥉15 · ⭐ 2.2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (🥇33 · ⭐ 4.2K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 130 · 🔀 1.1K · 📦 460 · 📋 860 - 13% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 29K / month · 📦 9 · ⏱️ 22.09.2023):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 35K · ⏱️ 22.09.2023):

 conda install -c conda-forge adversarial-robustness-toolbox

TextAttack (🥈30 · ⭐ 2.6K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 61 · 🔀 340 · 📦 220 · 📋 260 - 17% open · ⏱️ 11.11.2023):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 11.09.2023):
```
 pip install textattack
```

Conda (📥 6.9K · ⏱️ 16.06.2023):

 conda install -c conda-forge textattack

CleverHans (🥈29 · ⭐ 6K · 💤) - An adversarial example library for constructing attacks,.. MIT

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 560 · 📋 460 - 8% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 1.3K / month · 📦 12 · ⏱️ 24.07.2021):
```
 pip install cleverhans
```

Conda (📥 7.3K · ⏱️ 16.06.2023):

 conda install -c conda-forge cleverhans

Foolbox (🥈27 · ⭐ 2.6K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT

GitHub (👨‍💻 33 · 🔀 410 · 📦 530 · 📋 380 - 8% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 1.9K / month · 📦 14 · ⏱️ 02.04.2022):
```
 pip install foolbox
```
Conda (📥 12K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge foolbox
```

Show 5 hidden projects...

advertorch (🥉22 · ⭐ 1.2K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
AdvBox (🥉18 · ⭐ 1.3K · 💀) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
robustness (🥉18 · ⭐ 850 · 💀) - A library for experimenting with, training and evaluating neural.. MIT
textflint (🥉16 · ⭐ 620 · 💀) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (🥉14 · ⭐ 390 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU & Accelerator Utilities

Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.

optimum (🥇34 · ⭐ 1.8K) - Accelerate training and inference of Transformers and Diffusers with.. Apache-2

GitHub (👨‍💻 86 · 🔀 290 · 📦 1K · 📋 600 - 46% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/huggingface/optimum
```
PyPi (📥 710K / month · 📦 53 · ⏱️ 06.12.2023):
```
 pip install optimum
```
Conda (📥 10K · ⏱️ 06.12.2023):
```
 conda install -c conda-forge optimum
```

cuDF (🥇33 · ⭐ 6.7K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 260 · 🔀 770 · 📦 49 · 📋 5.8K - 15% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 4.9K / month · 📦 9 · ⏱️ 01.06.2020):
```
 pip install cudf
```

gpustat (🥈31 · ⭐ 3.7K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 270 · 📦 4.4K · 📋 120 - 21% open · ⏱️ 24.11.2023):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 1M / month · 📦 130 · ⏱️ 22.08.2023):
```
 pip install gpustat
```
Conda (📥 270K · ⏱️ 23.08.2023):
```
 conda install -c conda-forge gpustat
```

Apex (🥈30 · ⭐ 7.7K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 120 · 🔀 1.3K · 📦 2.1K · 📋 1.2K - 56% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 180K · ⏱️ 16.06.2023):

 conda install -c conda-forge nvidia-apex

cuML (🥈30 · ⭐ 3.7K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 170 · 🔀 480 · 📋 2.3K - 34% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 2.5K / month · 📦 5 · ⏱️ 01.06.2020):
```
 pip install cuml
```

PyCUDA (🥈29 · ⭐ 1.7K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 80 · 🔀 280 · 📦 2.5K · 📋 260 - 30% open · ⏱️ 10.11.2023):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 36K / month · 📦 220 · ⏱️ 10.11.2023):
```
 pip install pycuda
```
Conda (📥 270K · ⏱️ 11.11.2023):
```
 conda install -c conda-forge pycuda
```

cuGraph (🥈27 · ⭐ 1.5K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 110 · 🔀 260 · 📦 2 · 📋 1.6K - 18% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 370 / month · 📦 2 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 17K · ⏱️ 16.06.2023):

 conda install -c conda-forge libcugraph

CuPy (🥈26 · ⭐ 7.4K · 📉) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 300 · 🔀 720):

 git clone https://github.com/cupy/cupy

PyPi (📥 24K / month · 📦 200 · ⏱️ 07.12.2023):
```
 pip install cupy
```
Conda (📥 3.2M · ⏱️ 17.11.2023):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 58K · ⭐ 11 · ⏱️ 07.12.2023):
```
 docker pull cupy/cupy
```

ArrayFire (🥈26 · ⭐ 4.3K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 88 · 🔀 510 · 📥 4.9K · 📋 1.6K - 18% open · ⏱️ 05.10.2023):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 920 / month · 📦 7 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

DALI (🥉25 · ⭐ 4.7K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 87 · 🔀 600 · 📋 1.5K - 18% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/NVIDIA/DALI
```

scikit-cuda (🥉24 · ⭐ 950) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 44 · 🔀 170 · 📦 270 · 📋 220 - 23% open · ⏱️ 15.10.2023):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 750 / month · 📦 50 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

Vulkan Kompute (🥉22 · ⭐ 1.3K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 23 · 🔀 96 · 📥 480 · 📦 8 · 📋 190 - 32% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 120 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

Merlin (🥉22 · ⭐ 630) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub (👨‍💻 32 · 🔀 94 · 📋 440 - 44% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/NVIDIA-Merlin/Merlin
```
PyPi (📥 4.7K / month · 📦 1 · ⏱️ 29.08.2023):
```
 pip install merlin-core
```

cuSignal (🥉16 · ⭐ 700) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 46 · 🔀 120 · 📋 160 - 16% open · ⏱️ 21.09.2023):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 6 hidden projects...

GPUtil (🥉24 · ⭐ 1K · 💀) - A Python module for getting the GPU status from NVIDA GPUs using nvidia-.. MIT
py3nvml (🥉22 · ⭐ 230 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉20 · ⭐ 1.9K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
nvidia-ml-py3 (🥉18 · ⭐ 120 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 670 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉15 · ⭐ 160 · 💀) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (🥇38 · ⭐ 4.1K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 300 · 🔀 1.5K · 📦 15K · 📋 1.3K - 47% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.6M / month · 📦 210 · ⏱️ 08.09.2023):
```
 pip install tensorflow-datasets
```

Conda (📥 25K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorflow-datasets

TF Addons (🥇35 · ⭐ 1.7K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 210 · 🔀 590 · 📦 14K · 📋 1.1K - 21% open · ⏱️ 28.11.2023):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 830K / month · 📦 220 · ⏱️ 28.11.2023):
```
 pip install tensorflow-addons
```

tensorflow-hub (🥈34 · ⭐ 3.4K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📋 680 - 0% open · ⏱️ 20.11.2023):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 2.2M / month · 📦 340 · ⏱️ 06.10.2023):
```
 pip install tensorflow-hub
```

Conda (📥 92K · ⏱️ 13.07.2023):

 conda install -c conda-forge tensorflow-hub

tensor2tensor (🥈32 · ⭐ 14K · 💤) - Library of deep learning models and datasets designed.. Apache-2

GitHub (👨‍💻 240 · 🔀 3.3K · 📦 1.4K · 📋 1.3K - 46% open · ⏱️ 01.04.2023):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 4.9K / month · 📦 90 · ⏱️ 17.06.2020):
```
 pip install tensor2tensor
```

TFX (🥈32 · ⭐ 2K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 180 · 🔀 670 · 📋 940 - 9% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 160K / month · 📦 14 · ⏱️ 06.09.2023):
```
 pip install tfx
```

TF Model Optimization (🥈31 · ⭐ 1.4K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 83 · 🔀 320 · 📦 3.3K · 📋 370 - 55% open · ⏱️ 17.11.2023):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 580K / month · 📦 30 · ⏱️ 26.05.2023):
```
 pip install tensorflow-model-optimization
```

TensorFlow Transform (🥈31 · ⭐ 970) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 210 · 📦 1.6K · 📋 220 - 20% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 740K / month · 📦 56 · ⏱️ 11.08.2023):
```
 pip install tensorflow-transform
```

TensorFlow I/O (🥉30 · ⭐ 670) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 110 · 🔀 280 · 📋 620 - 41% open · ⏱️ 07.10.2023):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 3.2M / month · 📦 35 · ⏱️ 08.09.2023):
```
 pip install tensorflow-io
```

Neural Structured Learning (🥉24 · ⭐ 970) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 38 · 🔀 190 · 📦 400 · 📋 69 - 1% open · ⏱️ 20.09.2023):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 15K / month · 📦 3 · ⏱️ 29.07.2022):
```
 pip install neural-structured-learning
```

TensorFlow Cloud (🥉24 · ⭐ 360) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 84 · 📦 320 · 📋 100 - 73% open · ⏱️ 20.10.2023):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 43K / month · 📦 7 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

TF Compression (🥉23 · ⭐ 790) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 21 · 🔀 240 · 📋 99 - 8% open · ⏱️ 12.10.2023):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 11K / month · 📦 2 · ⏱️ 12.10.2023):
```
 pip install tensorflow-compression
```

Show 5 hidden projects...

Keras-Preprocessing (🥉29 · ⭐ 1K · 💀) - Utilities for working with image data, text data, and.. MIT
efficientnet (🥉26 · ⭐ 2K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
Saliency (🥉21 · ⭐ 910 · 💀) - Framework-agnostic implementation for state-of-the-art.. Apache-2
tffm (🥉18 · ⭐ 780 · 💀) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇30 · ⭐ 1.5K) - Elegant easy-to-use neural networks + scientific computing in.. Apache-2

GitHub (👨‍💻 43 · 🔀 100 · 📦 320 · 📋 280 - 27% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 43K / month · 📦 44 · ⏱️ 13.11.2023):
```
 pip install equinox
```

evojax (🥉21 · ⭐ 720) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub (👨‍💻 14 · 🔀 58 · 📦 16 · 📋 27 - 37% open · ⏱️ 29.08.2023):
```
 git clone https://github.com/google/evojax
```
PyPi (📥 720 / month · 📦 2 · ⏱️ 29.08.2023):
```
 pip install evojax
```
Conda (📥 22K · ⏱️ 29.08.2023):
```
 conda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (🥉14 · ⭐ 99) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (🥇35 · ⭐ 6.6K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 80 · 🔀 1.2K · 📦 22K · 📋 570 - 6% open · ⏱️ 23.10.2023):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 6.2M / month · 📦 340 · ⏱️ 08.07.2023):
```
 pip install imbalanced-learn
```

Conda (📥 510K · ⏱️ 08.07.2023):

 conda install -c conda-forge imbalanced-learn

MLxtend (🥇34 · ⭐ 4.6K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 100 · 🔀 830 · 📦 11K · 📋 470 - 28% open · ⏱️ 26.11.2023):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 820K / month · 📦 190 · ⏱️ 25.09.2023):
```
 pip install mlxtend
```
Conda (📥 290K · ⏱️ 25.09.2023):
```
 conda install -c conda-forge mlxtend
```

scikit-learn-intelex (🥇34 · ⭐ 1.1K) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2

GitHub (👨‍💻 77 · 🔀 170 · 📦 8.8K · 📋 230 - 25% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 290K / month · 📦 24 · ⏱️ 28.11.2023):
```
 pip install scikit-learn-intelex
```

Conda (📥 230K · ⏱️ 25.07.2023):

 conda install -c conda-forge scikit-learn-intelex

category_encoders (🥈33 · ⭐ 2.3K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 69 · 🔀 390 · 📦 1.3K · 📋 280 - 15% open · ⏱️ 03.12.2023):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 1.4M / month · 📦 170 · ⏱️ 29.10.2023):
```
 pip install category_encoders
```

Conda (📥 250K · ⏱️ 30.10.2023):

 conda install -c conda-forge category_encoders

scikit-lego (🥈27 · ⭐ 1.1K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 62 · 🔀 110 · 📦 120 · 📋 280 - 10% open · ⏱️ 29.11.2023):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 33K / month · 📦 8 · ⏱️ 17.10.2023):
```
 pip install scikit-lego
```

Conda (📥 45K · ⏱️ 19.07.2023):

 conda install -c conda-forge scikit-lego

scikit-multilearn (🥈26 · ⭐ 880 · 💤) - A scikit-learn based module for multi-label et. al... BSD-2

GitHub (👨‍💻 28 · 🔀 170 · 📦 1.3K · 📋 210 - 41% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/scikit-multilearn/scikit-multilearn
```
PyPi (📥 60K / month · 📦 24 · ⏱️ 10.12.2018):
```
 pip install scikit-multilearn
```

scikit-opt (🥉24 · ⭐ 4.6K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 20 · 🔀 920 · 📦 160 · 📋 170 - 36% open · ⏱️ 19.11.2023):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 3.2K / month · 📦 8 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

combo (🥉22 · ⭐ 630 · 💤) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost

GitHub (👨‍💻 2 · 🔀 100 · 📦 590 · 📋 16 - 81% open · ⏱️ 14.01.2023):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 94K / month · 📦 8 · ⏱️ 02.04.2022):
```
 pip install combo
```

DESlib (🥉16 · ⭐ 450) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 16 · 🔀 75 · 📋 150 - 9% open · ⏱️ 18.06.2023):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 08.02.2021):
```
 pip install deslib
```

Show 10 hidden projects...

fancyimpute (🥈27 · ⭐ 1.2K · 💀) - Multivariate imputation and matrix completion.. Apache-2
scikit-survival (🥈27 · ⭐ 1K) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
sklearn-crfsuite (🥈26 · ⭐ 420 · 💀) - scikit-learn inspired API for CRFsuite. MIT
iterative-stratification (🥉22 · ⭐ 800 · 💀) - scikit-learn cross validators for iterative.. BSD-3
skope-rules (🥉22 · ⭐ 560 · 💤) - machine learning with logical rules in Python. ❗️BSD-1-Clause
sklearn-contrib-lightning (🥉20 · ⭐ 1.7K · 💀) - Large-scale linear classification, regression and.. BSD-3
celer (🥉19 · ⭐ 180) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
scikit-tda (🥉18 · ⭐ 460 · 💀) - Topological Data Analysis for Python. MIT
skggm (🥉17 · ⭐ 230) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉14 · ⭐ 130 · 💤) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇39 · ⭐ 6.1K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (👨‍💻 200 · 🔀 670 · 📦 20K · 📋 1.1K - 10% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 7.8M / month · 📦 450 · ⏱️ 01.12.2023):
```
 pip install accelerate
```

Conda (📥 90K · ⏱️ 01.12.2023):

 conda install -c conda-forge accelerate

PML (🥇32 · ⭐ 5.6K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 38 · 🔀 630 · 📦 1.1K · 📋 480 - 10% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 330K / month · 📦 19 · ⏱️ 25.07.2023):
```
 pip install pytorch-metric-learning
```

Conda (📥 11K · ⏱️ 16.06.2023):

 conda install -c metric-learning pytorch-metric-learning

tinygrad (🥇31 · ⭐ 21K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 250 · 🔀 2.3K · 📦 34 · 📋 430 - 17% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/geohot/tinygrad
```

torchdiffeq (🥇29 · ⭐ 5K) - Differentiable ODE solvers with full GPU support and O(1)-memory.. MIT

GitHub (👨‍💻 21 · 🔀 850 · 📦 2.6K · 📋 210 - 30% open · ⏱️ 19.10.2023):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 740K / month · 📦 43 · ⏱️ 22.04.2022):
```
 pip install torchdiffeq
```

Conda (📥 14K · ⏱️ 16.06.2023):

 conda install -c conda-forge torchdiffeq

pytorch-optimizer (🥇29 · ⭐ 2.9K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (👨‍💻 26 · 🔀 280 · 📦 1K · 📋 61 - 50% open · ⏱️ 20.06.2023):
```
 git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 160K / month · 📦 44 · ⏱️ 31.10.2021):
```
 pip install torch_optimizer
```

Conda (📥 9.3K · ⏱️ 16.06.2023):

 conda install -c conda-forge torch-optimizer

lightning-flash (🥇29 · ⭐ 1.7K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub (👨‍💻 87 · 🔀 210 · 📦 260 · 📋 520 - 4% open · ⏱️ 08.10.2023):
```
 git clone https://github.com/Lightning-AI/lightning-flash
```
PyPi (📥 1.7K / month · 📦 3 · ⏱️ 11.05.2022):
```
 pip install lightning-flash
```

Conda (📥 17K · ⏱️ 04.07.2023):

 conda install -c conda-forge lightning-flash

torchsde (🥇29 · ⭐ 1.4K) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 8 · 🔀 170 · 📦 1.9K · 📋 70 - 27% open · ⏱️ 26.09.2023):
```
 git clone https://github.com/google-research/torchsde
```
PyPi (📥 1M / month · 📦 10 · ⏱️ 26.09.2023):
```
 pip install torchsde
```
Conda (📥 19K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge torchsde
```

TabNet (🥈27 · ⭐ 2.4K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 21 · 🔀 440 · 📋 320 - 16% open · ⏱️ 23.07.2023):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 43K / month · 📦 11 · ⏱️ 23.07.2023):
```
 pip install pytorch-tabnet
```

Conda (📥 5.9K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch-tabnet

torch-scatter (🥈26 · ⭐ 1.4K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 28 · 🔀 160 · 📋 340 - 6% open · ⏱️ 05.10.2023):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 42K / month · 📦 81 · ⏱️ 06.10.2023):
```
 pip install torch-scatter
```

Conda (📥 230K · ⏱️ 29.11.2023):

 conda install -c conda-forge pytorch_scatter

PyTorch Sparse (🥈25 · ⭐ 900) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 44 · 🔀 140 · 📋 260 - 10% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 29K / month · 📦 75 · ⏱️ 06.10.2023):
```
 pip install torch-sparse
```

Conda (📥 240K · ⏱️ 28.11.2023):

 conda install -c conda-forge pytorch_sparse

Pytorch Toolbelt (🥉22 · ⭐ 1.4K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 7 · 🔀 120 · 📥 7 · 📋 30 - 3% open · ⏱️ 03.11.2023):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 7.5K / month · 📦 7 · ⏱️ 27.06.2022):
```
 pip install pytorch_toolbelt
```

reformer-pytorch (🥉20 · ⭐ 2K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 11 · 🔀 250 · 📋 120 - 11% open · ⏱️ 21.06.2023):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 4.2K / month · ⏱️ 06.11.2021):
```
 pip install reformer-pytorch
```

madgrad (🥉16 · ⭐ 790 · 💤) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 2 · 🔀 56 · 📦 66 · 📋 11 - 9% open · ⏱️ 11.04.2023):
```
 git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 08.03.2022):
```
 pip install madgrad
```

Show 19 hidden projects...

pretrainedmodels (🥇29 · ⭐ 8.9K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
EfficientNet-PyTorch (🥈27 · ⭐ 7.6K · 💀) - A PyTorch implementation of EfficientNet and.. Apache-2
pytorch-summary (🥈27 · ⭐ 3.9K · 💀) - Model summary in PyTorch similar to model.summary().. MIT
SRU (🥉23 · ⭐ 2.1K · 💀) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
Torchmeta (🥉23 · ⭐ 1.9K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
Higher (🥉23 · ⭐ 1.6K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
EfficientNets (🥉23 · ⭐ 1.5K · 💀) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
AdaBound (🥉21 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (🥉21 · ⭐ 1.6K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
pytorchviz (🥉20 · ⭐ 2.9K · 💀) - A small package to create visualizations of PyTorch execution.. MIT
Lambda Networks (🥉20 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Poutyne (🥉20 · ⭐ 550) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Performer Pytorch (🥉19 · ⭐ 1K · 💀) - An implementation of Performer, a linear attention-.. MIT
micrograd (🥉18 · ⭐ 6.8K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
Tez (🥉17 · ⭐ 1.2K · 💀) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Torch-Struct (🥉17 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
Tensor Sensor (🥉17 · ⭐ 740 · 💀) - The goal of this library is to generate more helpful.. MIT
Pywick (🥉15 · ⭐ 400 · 💀) - High-level batteries-included neural network training library for.. MIT
TorchDrift (🥉14 · ⭐ 300 · 💀) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 3.2K) - Collection of database clients for python.

Others

scipy (🥇49 · ⭐ 12K · 📈) - Ecosystem of open-source software for mathematics, science, and.. BSD-3

GitHub (👨‍💻 1.6K · 🔀 4.9K · 📥 390K · 📦 870K · 📋 9.8K - 17% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 67M / month · 📦 65K · ⏱️ 18.11.2023):
```
 pip install scipy
```
Conda (📥 44M · ⏱️ 24.11.2023):
```
 conda install -c conda-forge scipy
```

SymPy (🥇46 · ⭐ 12K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.1K · 📥 520K · 📦 98K · 📋 13K - 36% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 10M / month · 📦 4.8K · ⏱️ 10.05.2023):
```
 pip install sympy
```
Conda (📥 4.8M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sympy
```

Gradio (🥇43 · ⭐ 25K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 230 · 🔀 1.7K · 📦 18K · 📋 3.3K - 13% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 3.6M / month · 📦 230 · ⏱️ 05.12.2023):
```
 pip install gradio
```

Streamlit (🥇41 · ⭐ 29K) - Streamlit A faster way to build and share data apps. Apache-2

GitHub (👨‍💻 210 · 🔀 2.6K · 📋 3.8K - 18% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 3M / month · 📦 1.2K · ⏱️ 30.11.2023):
```
 pip install streamlit
```

carla (🥇36 · ⭐ 10K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 170 · 🔀 3.1K · 📦 600 · 📋 4.8K - 19% open · ⏱️ 10.11.2023):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 17K / month · 📦 6 · ⏱️ 14.11.2023):
```
 pip install carla
```

DeepChem (🥇36 · ⭐ 4.8K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 230 · 🔀 1.5K · 📦 290 · 📋 1.7K - 30% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 19K / month · 📦 11 · ⏱️ 07.12.2023):
```
 pip install deepchem
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge deepchem
```

agate (🥇35 · ⭐ 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 52 · 🔀 150 · 📦 2.5K · 📋 650 - 1% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 4.4M / month · 📦 150 · ⏱️ 18.10.2023):
```
 pip install agate
```
Conda (📥 160K · ⏱️ 18.10.2023):
```
 conda install -c conda-forge agate
```

Datasette (🥈34 · ⭐ 8.5K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 75 · 🔀 590 · 📥 59 · 📦 1.1K · 📋 1.7K - 31% open · ⏱️ 13.10.2023):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 35K / month · 📦 210 · ⏱️ 08.10.2023):
```
 pip install datasette
```

Conda (📥 28K · ⏱️ 27.09.2023):

 conda install -c conda-forge datasette

PyOD (🥈34 · ⭐ 7.7K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2

GitHub (👨‍💻 50 · 🔀 1.3K · 📦 3.1K · 📋 330 - 56% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 710K / month · 📦 63 · ⏱️ 18.11.2023):
```
 pip install pyod
```
Conda (📥 87K · ⏱️ 18.11.2023):
```
 conda install -c conda-forge pyod
```

Autograd (🥈34 · ⭐ 6.6K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 56 · 🔀 870 · 📦 6.8K · 📋 410 - 42% open · ⏱️ 16.11.2023):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 1.3M / month · 📦 320 · ⏱️ 23.06.2023):
```
 pip install autograd
```
Conda (📥 380K · ⏱️ 26.06.2023):
```
 conda install -c conda-forge autograd
```

PennyLane (🥈34 · ⭐ 2K · 📈) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 150 · 🔀 500 · 📥 70 · 📦 690 · 📋 1.2K - 27% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 38K / month · 📦 64 · ⏱️ 08.11.2023):
```
 pip install pennylane
```

Conda (📥 29K · ⏱️ 21.11.2023):

 conda install -c conda-forge pennylane

PaddleHub (🥈33 · ⭐ 12K · 💤) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub (👨‍💻 69 · 🔀 2.1K · 📥 660 · 📦 1.5K · 📋 1.3K - 44% open · ⏱️ 28.03.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 6K / month · 📦 6 · ⏱️ 20.09.2023):
```
 pip install paddlehub
```

River (🥈32 · ⭐ 4.6K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 110 · 🔀 550 · 📦 380 · 📋 560 - 18% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 23K / month · 📦 29 · ⏱️ 05.12.2023):
```
 pip install river
```
Conda (📥 51K · ⏱️ 06.10.2023):
```
 conda install -c conda-forge river
```

hdbscan (🥈32 · ⭐ 2.6K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 86 · 🔀 480 · 📦 2.9K · 📋 500 - 67% open · ⏱️ 20.11.2023):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 480K / month · 📦 220 · ⏱️ 20.11.2023):
```
 pip install hdbscan
```
Conda (📥 1.8M · ⏱️ 06.10.2023):
```
 conda install -c conda-forge hdbscan
```

Pythran (🥈32 · ⭐ 1.9K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 72 · 🔀 190 · 📦 1.5K · 📋 830 - 15% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 150K / month · 📦 22 · ⏱️ 06.09.2023):
```
 pip install pythran
```
Conda (📥 430K · ⏱️ 21.09.2023):
```
 conda install -c conda-forge pythran
```

pyopencl (🥈31 · ⭐ 1K) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 95 · 🔀 240 · 📦 1.7K · 📋 330 - 21% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 74K / month · 📦 210 · ⏱️ 12.10.2023):
```
 pip install pyopencl
```
Conda (📥 970K · ⏱️ 13.10.2023):
```
 conda install -c conda-forge pyopencl
```

pandas-ai (🥈30 · ⭐ 9.2K) - PandasAI is the Python library that integrates Gen AI into pandas,.. MIT

GitHub (👨‍💻 55 · 🔀 760 · 📦 2.4K · 📋 400 - 37% open · ⏱️ 30.11.2023):
```
 git clone https://github.com/gventuri/pandas-ai
```
PyPi:
```
 pip install pandas-ai
```

causalml (🥈30 · ⭐ 4.4K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 59 · 🔀 700 · 📦 170 · 📋 400 - 21% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 78K / month · 📦 1 · ⏱️ 28.08.2023):
```
 pip install causalml
```

avalanche (🥈30 · ⭐ 1.5K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 74 · 🔀 250 · 📥 4 · 📦 60 · 📋 760 - 11% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 28.07.2023):
```
 pip install avalanche-lib
```

tensorly (🥈30 · ⭐ 1.5K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 66 · 🔀 270 · 📦 520 · 📋 250 - 23% open · ⏱️ 09.11.2023):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 14K / month · 📦 49 · ⏱️ 08.03.2023):
```
 pip install tensorly
```
Conda (📥 360K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tensorly
```

pyjanitor (🥈30 · ⭐ 1.2K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 160 · 📦 500 · 📋 540 - 20% open · ⏱️ 22.11.2023):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 45K / month · 📦 20 · ⏱️ 18.09.2023):
```
 pip install pyjanitor
```

Conda (📥 190K · ⏱️ 16.06.2023):

 conda install -c conda-forge pyjanitor

datalad (🥈30 · ⭐ 470) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 55 · 🔀 110 · 📋 3.9K - 13% open · ⏱️ 27.11.2023):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 15K / month · 📦 64 · ⏱️ 10.08.2023):
```
 pip install datalad
```
Conda (📥 410K · ⏱️ 10.08.2023):
```
 conda install -c conda-forge datalad
```

alibi-detect (🥈29 · ⭐ 2K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (👨‍💻 20 · 🔀 200 · 📦 390 · 📋 370 - 36% open · ⏱️ 13.11.2023):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 22K / month · 📦 6 · ⏱️ 07.07.2023):
```
 pip install alibi-detect
```

Prince (🥈29 · ⭐ 1.1K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 460 · 📋 130 - 2% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 96K / month · 📦 10 · ⏱️ 11.10.2023):
```
 pip install prince
```

Conda (📥 17K · ⏱️ 16.06.2023):

 conda install -c conda-forge prince-factor-analysis

anomalib (🥉28 · ⭐ 2.6K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 64 · 🔀 480 · 📥 4.6K · 📦 38 · 📋 600 - 10% open · ⏱️ 18.11.2023):
```
 git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 37K / month · 📦 1 · ⏱️ 29.08.2023):
```
 pip install anomalib
```

metric-learn (🥉28 · ⭐ 1.3K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📦 320 · 📋 170 - 31% open · ⏱️ 29.09.2023):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 13K / month · 📦 13 · ⏱️ 09.10.2023):
```
 pip install metric-learn
```

Conda (📥 11K · ⏱️ 09.10.2023):

 conda install -c conda-forge metric-learn

kmodes (🥉28 · ⭐ 1.2K · 💤) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 22 · 🔀 400 · 📦 2.3K · 📋 160 - 10% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 190K / month · 📦 33 · ⏱️ 06.09.2022):
```
 pip install kmodes
```
Conda (📥 39K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge kmodes
```

PySwarms (🥉28 · ⭐ 1.2K) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 45 · 🔀 320 · 📦 320 · 📋 220 - 10% open · ⏱️ 06.06.2023):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 40K / month · 📦 14 · ⏱️ 03.01.2021):
```
 pip install pyswarms
```

pysc2 (🥉27 · ⭐ 7.8K · 💤) - StarCraft II Learning Environment. Apache-2

GitHub (👨‍💻 39 · 🔀 1.2K · 📥 31K · 📦 640 · 📋 280 - 16% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/deepmind/pysc2
```
PyPi (📥 1.7K / month · 📦 26 · ⏱️ 13.07.2022):
```
 pip install pysc2
```

TabPy (🥉27 · ⭐ 1.5K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 49 · 🔀 570 · 📦 140 · 📋 310 - 3% open · ⏱️ 10.10.2023):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 30.01.2023):
```
 pip install tabpy
```

Conda (📥 4.5K · ⏱️ 16.06.2023):

 conda install -c anaconda tabpy-client

Trax (🥉26 · ⭐ 7.8K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 79 · 🔀 810 · 📦 130 · 📋 240 - 47% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/google/trax
```
PyPi (📥 4.6K / month · 📦 1 · ⏱️ 26.10.2021):
```
 pip install trax
```

AugLy (🥉26 · ⭐ 4.8K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 34 · 🔀 290 · 📦 92 · 📋 76 - 28% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 1.7K / month · 📦 4 · ⏱️ 05.12.2023):
```
 pip install augly
```

adapter-transformers (🥉26 · ⭐ 2.2K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface

GitHub (👨‍💻 5 · 🔀 300 · 📦 7 · 📋 340 - 13% open · ⏱️ 07.12.2023):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 28K / month · 📦 7 · ⏱️ 06.04.2023):
```
 pip install adapter-transformers
```

modAL (🥉26 · ⭐ 2.1K) - A modular active learning framework for Python. MIT

GitHub (👨‍💻 20 · 🔀 360 · 📥 29 · 📦 23 · 📋 150 - 63% open · ⏱️ 01.06.2023):
```
 git clone https://github.com/modAL-python/modAL
```
PyPi (📥 130K / month · 📦 3 · ⏱️ 07.12.2023):
```
 pip install modAL
```

gplearn (🥉26 · ⭐ 1.4K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 11 · 🔀 260 · 📦 470 · 📋 210 - 10% open · ⏱️ 12.08.2023):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 6.4K / month · 📦 15 · ⏱️ 03.05.2022):
```
 pip install gplearn
```
Conda (📥 6.4K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gplearn
```

pycm (🥉26 · ⭐ 1.4K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📦 250 · 📋 200 - 5% open · ⏱️ 07.06.2023):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 53K / month · 📦 18 · ⏱️ 07.06.2023):
```
 pip install pycm
```

SUOD (🥉25 · ⭐ 360) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2

GitHub (👨‍💻 3 · 🔀 47 · 📦 490 · 📋 12 - 75% open · ⏱️ 19.11.2023):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 86K / month · 📦 2 · ⏱️ 19.11.2023):
```
 pip install suod
```

Mars (🥉24 · ⭐ 2.7K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (👨‍💻 52 · 🔀 310 · 📋 1.2K - 17% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 30K / month · 📦 1 · ⏱️ 12.06.2022):
```
 pip install pymars
```

Feature Engine (🥉24 · ⭐ 1.5K · 💤) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 38 · 🔀 270 · ⏱️ 07.12.2022):

 git clone https://github.com/solegalli/feature_engine

PyPi (📥 130K / month · 📦 94 · ⏱️ 18.09.2023):
```
 pip install feature_engine
```

Conda (📥 43K · ⏱️ 19.09.2023):

 conda install -c conda-forge feature_engine

MONAILabel (🥉24 · ⭐ 480) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 55 · 🔀 170 · 📥 68K · 📋 470 - 19% open · ⏱️ 05.12.2023):
```
 git clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 120 / month · ⏱️ 01.10.2023):
```
 pip install monailabel-weekly
```

benchmark_VAE (🥉23 · ⭐ 1.6K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2

GitHub (👨‍💻 15 · 🔀 140 · 📦 17 · 📋 49 - 34% open · ⏱️ 22.10.2023):
```
 git clone https://github.com/clementchadebec/benchmark_VAE
```
PyPi (📥 12K / month · ⏱️ 06.09.2023):
```
 pip install pythae
```

dstack (🥉23 · ⭐ 870) - dstack simplifies training, fine-tuning, and deploying generative AI.. MPL-2.0

GitHub (👨‍💻 14 · 🔀 53 · 📦 13 · 📋 430 - 2% open · ⏱️ 06.12.2023):
```
 git clone https://github.com/dstackai/dstack
```
PyPi (📥 920 / month · ⏱️ 29.11.2023):
```
 pip install dstack
```

AstroML (🥉22 · ⭐ 970 · 💤) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub (👨‍💻 30 · 🔀 290 · 📋 160 - 39% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 930 / month · 📦 36 · ⏱️ 01.03.2022):
```
 pip install astroML
```
Conda (📥 42K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge astroml
```

BioPandas (🥉22 · ⭐ 650) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 15 · 🔀 120 · 📦 210 · 📋 56 - 41% open · ⏱️ 19.09.2023):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 86K / month · 📦 23 · ⏱️ 28.08.2023):
```
 pip install biopandas
```

Conda (📥 150K · ⏱️ 16.06.2023):

 conda install -c conda-forge biopandas

pykale (🥉21 · ⭐ 410) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 22 · 🔀 60 · 📦 1 · 📋 120 - 7% open · ⏱️ 01.12.2023):
```
 git clone https://github.com/pykale/pykale
```
PyPi (📥 95 / month · ⏱️ 12.04.2022):
```
 pip install pykale
```

rrcf (🥉19 · ⭐ 460) - Implementation of the Robust Random Cut Forest algorithm for anomaly detection.. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 57 · 📋 47 - 57% open · ⏱️ 12.08.2023):
```
 git clone https://github.com/kLabUM/rrcf
```
PyPi (📥 3.2K / month · 📦 8 · ⏱️ 30.04.2023):
```
 pip install rrcf
```

pymdp (🥉17 · ⭐ 330) - A Python implementation of active inference for Markov Decision Processes. MIT

GitHub (👨‍💻 14 · 🔀 54 · 📦 8 · 📋 37 - 32% open · ⏱️ 19.08.2023):
```
 git clone https://github.com/infer-actively/pymdp
```
PyPi (📥 120 / month · ⏱️ 08.12.2022):
```
 pip install inferactively-pymdp
```

NeuralCompression (🥉16 · ⭐ 420) - A collection of tools for neural compression enthusiasts. MIT

GitHub (👨‍💻 9 · 🔀 40 · 📋 66 - 4% open · ⏱️ 08.11.2023):
```
 git clone https://github.com/facebookresearch/NeuralCompression
```
PyPi (📥 140 / month · ⏱️ 03.10.2023):
```
 pip install neuralcompression
```

KD-Lib (🥉15 · ⭐ 550 · 💤) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT

GitHub (👨‍💻 6 · 🔀 50 · 📋 67 - 26% open · ⏱️ 01.03.2023):
```
 git clone https://github.com/SforAiDl/KD_Lib
```
PyPi (📥 67 / month · ⏱️ 18.05.2022):
```
 pip install KD-Lib
```

Show 17 hidden projects...

cleanlab (🥈30 · ⭐ 7.3K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
Cython BLIS (🥈30 · ⭐ 200) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
pyclustering (🥈29 · ⭐ 1.1K · 💀) - pyclustering is a Python, C++ data mining library. BSD-3
minisom (🥉27 · ⭐ 1.3K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
metricflow (🥉25 · ⭐ 990) - MetricFlow allows you to define, build, and maintain metrics.. ❗Unlicensed
findspark (🥉24 · ⭐ 500 · 💀) - Find pyspark to make it importable. BSD-3
mlens (🥉23 · ⭐ 810 · 💀) - ML-Ensemble high performance ensemble learning. MIT
opyrator (🥉22 · ⭐ 3K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
vecstack (🥉22 · ⭐ 680 · 💀) - Python package for stacking (machine learning technique). MIT
apricot (🥉22 · ⭐ 480 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
StreamAlert (🥉21 · ⭐ 2.8K · 💀) - StreamAlert is a serverless, realtime data analysis.. Apache-2
impyute (🥉21 · ⭐ 340 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
scikit-rebate (🥉20 · ⭐ 390 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
baikal (🥉19 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
pandas-ml (🥉18 · ⭐ 310 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
traingenerator (🥉13 · ⭐ 1.3K · 💀) - A web app to generate template code for machine learning. MIT
nylon (🥉12 · ⭐ 84 · 💀) - An intelligent, flexible grammar of machine learning. MIT

Related Resources

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

fa20 / best-of-ml-python Goto Github PK

best-of-ml-python's Introduction

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU & Accelerator Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License

best-of-ml-python's People

Contributors

Recommend Projects

Recommend Topics

Recommend Org