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David Liu's Projects

annoy icon annoy

Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

awesome-llm icon awesome-llm

Awesome-LLM: a curated list of Large Language Model

awesome-papers icon awesome-papers

机器学习,深度学习,自然语言处理,计算机视觉方面的顶级期刊会议论文集

awesome-recsys icon awesome-recsys

A curated list of awesome Recommender System (Books, Conferences, Researchers, Papers, Github Repositories, Useful Sites, Youtube Videos)

bitstarter icon bitstarter

This is a barebones Node.js app using the Express framework.

customer-lifetime-prediction-using-python icon customer-lifetime-prediction-using-python

How you measure the value of your customers? CLV or LTV is a metric that helps you measure the customer's lifetime value to a business. In this kernel, I am sharing the customer lifetime value prediction using BG-NBD, Pareto, NBD & Gamma Model on top of RFM in Python.

deepctr icon deepctr

Easy-to-use,Modular and Extendible package of deep-learning based CTR models.DeepFM,DeepInterestNetwork(DIN),DeepInterestEvolutionNetwork(DIEN),DeepCrossNetwork(DCN),AttentionalFactorizationMachine(AFM),Neural Factorization Machine(NFM),AutoInt

deeprec icon deeprec

Implementation of Deep Learning based Recommender Algorithms with Tensorflow.

einops icon einops

Deep learning operations reinvented (supports tf, pytorch, chainer, gluon and others)

fast_rgf icon fast_rgf

Multi-core implementation of Regularized Greedy Forest

getting-things-done-with-pytorch icon getting-things-done-with-pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.

keystone icon keystone

Simplifying robust end-to-end machine learning on Apache Spark.

libffm icon libffm

A Library for Field-aware Factorization Machines

libfm icon libfm

Library for factorization machines

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

machine-learning-roadmap icon machine-learning-roadmap

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

ml-docker icon ml-docker

An all-in-one Docker image for machine learning. Contains all the popular python machine learning librairies (scikit-learn, xgboost, LightGBM, gensim,Keras, etc...).

mlapp-solutions icon mlapp-solutions

Solutions in Python for Kevin Murphy's Machine Learning: a Probabilistic Perspective

prettymapp icon prettymapp

🖼️ Create beautiful maps from OpenStreetMap data in a streamlit webapp

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