Chang Liu's repositories
Awesome-Deep-Learning-Papers-for-Search-Recommendation-Advertising
Awesome Deep Learning papers for industrial Search, Recommendation and Advertising. They focus on Embedding, Matching, Ranking (CTR and CVR prediction), Post Ranking, Multi-task Learning, Graph Neural Networks, Transfer Learning, Reinforcement Learning, Self-supervised Learning and so on.
contextualbandits
Python implementations of contextual bandits algorithms
Deep-Reinforcement-Learning-for-List-wise-Recommendations
Markov Decision Process and Deep-Q-Network
DGL-KGAT
Reproduce KGAT using DGL
dissecting-reinforcement-learning
Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog
DKN
An implementation of DKN (Deep Knowledge-Aware Network for News Recommendation) in PyTorch.
docs
TensorFlow documentation
ElegantRL
Scalable and Elastic Deep Reinforcement Learning Using PyTorch. Please star. 🔥
HFUTUtils
这是一个工具程序集合，方便我们平时对数据进行预处理。针对文本处理的内容较多。包括分词（集成了张华平分词、结巴分词）、文件处理增强（如读取文本到Map中，保存文本到Map）和语料模型（把文档转换成矩阵，就算单词数量等）
GRU4REC-pytorch
An other implementation of GRU4REC using PyTorch
Hands-on-RL
https://hrl.boyuai.com/
HFUT_Thesis
LaTeX Thesis Template for Hefei University of Technology
HRL-Rec
"Hierarchical Reinforcement Learning for Integrated Recommendation" (AAAI 2021) https://ojs.aaai.org/index.php/AAAI/article/view/16580
Interview-Notebook
:books: 技术面试需要掌握的基础知识整理，欢迎编辑~
KERL
KERL: A Knowledge-Guided Reinforcement Learning Model for Sequential Recommendation
knowledge_graph_attention_network
KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019
LIRD
original repo: https://github.com/egipcy/LIRD
RecBole
A unified, comprehensive and efficient recommendation library
SOFA
A TensorFlow implementation of SOFA, the Simulator for OFfline LeArning and evaluation.
tutorials
机器学习相关教程
VirtualTaobao
Virtual-Taobao simulators with OpenAI Gym interface
VoxPoser
VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models