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PaperList

分享推荐系统、NLP、机器学习领域优秀论文及阅读笔记。欢迎推荐优秀论文~ 阅读笔记会第一时间发布在公众号："偶而小记"，欢迎关注

Deep learning based Recommendation System

1. A Multi-View Deep Learning Approach for Cross Domain.pdf
   1. 《一种基于DSSM模型的跨领域深度推荐模型》
2. Deep Neural Networks for YouTube Recommendations.pdf
   1. 《深度解析 youtube深度学习推荐算法》
3. Wide & Deep Learning for Recommender Systems
   1. 《详解 Wide&Deep 推荐框架》
4. DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
   1. 《深度推荐模型之DeepFM》
5. Deep Learning based Recommender System-A Survey and New Perspectives

Nature Language Processing

词向量

1. word2vec：distributed-representations-of-words-and-phrases-and-their-compositionality
2. EoML:Deep contextualized word representations
3. BERT Pre-training of Deep Bidirectional Transformers for Language Understanding

Attention

1. Attention Is All You Need

ANN

1. Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs
2. https://github.com/facebookresearch/faiss

Graph Embedding

1. LINE Large-scale Information Network Embedding
2. node2vec Scalable Feature Learning for Networks
3. GCN:Semi-supervised classification with graph convolutional networks
4. Graph Neural Networks,A Review of Methods and Applications