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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. 🔥

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

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）

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.

test

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