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examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

face_classification

Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV.

fall2018-tutorials

Tutorials for Fall 2018

fastai

The fastai deep learning library, plus lessons and and tutorials

fastai_v3

ffjord

code for "FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models".

game_level_gen_with_rnn

Using RNN to generate txt-based game levels

geekshop

grokking-system-design

Grokking system design

hcnn

Historical Consistent Neural Network (HCNN) implemented in PyTorch

implicit

Fast Python Collaborative Filtering for Implicit Feedback Datasets

interpretable-ml-book

Book about interpretable machine learning

jax

GPU- and TPU-backed NumPy with differentiation and JIT compilation.

keras-yolo3

Training and Detecting Objects with YOLO3

learn_data_science_in_3_months

This is the Curriculum for "Learn Data Science in 3 Months" By Siraj Raval on Youtube

machine-learning

Content for Udacity's Machine Learning curriculum

machine-learning-for-customers-segmentation

Unsupervised learning techniques applied on product spending data collected for customers of a wholesale distributor to identify customer segments hidden in the data.

messenger

Learning assignment for messenger development

microsoft-tdsp

Repository for Microsoft Team Data Science Process containing documents and scripts

ml-course-hse

Машинное обучение на ФКН ВШЭ

ml-course-msu

Lecture notes and code for Machine Learning practical course on CMC MSU

ml-da-coursera-yandex-mipt

Machine Learning and Data Analysis Coursera Specialization from Yandex and MIPT

mlcourse_open

OpenDataScience Machine Learning course (yet Russian-only)

named-entity-tutorial-dh2019

Tutorial on NE processing for Digital Humanities - DH Utrech 2019

plynx

PLynx is a framework that makes it easy to prototype, build, and deploy complex ML pipelines.

practical_dl

DL course co-developed by YSDA, Skoltech and HSE

practical_rl

A course in reinforcement learning in the wild

prometheus

Reproducible and fast DL/RL.

pytext

A natural language modeling framework based on PyTorch

pythondatasciencehandbook

Python Data Science Handbook: full text in Jupyter Notebooks