作者：时间旅客
链接：https://www.zhihu.com/question/355125622/answer/1162568474
来源：知乎
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NLP、深度学习：
《数学之美》
《Natural Language Processing (Almost) from Scratch》
调参：
《Neural Networks: Tricks of the Trade》
预训练：
《Pre-trained Models for Natural Language Processing: A Survey》
《A Survey on Contextual Embeddings》
文本生成：
《Neural Text Generation: Past, Present and Beyond》
图神经网络：
《Graph Neural Networks: A Review of Methods and Applications》
《A Comprehensive Survey on Graph Neural Networks》
《Relational inductive biases, deep learning, and graph networks》
《Neural Message Passing for Quantum Chemistry》
推荐系统：
《Sequence-Aware Recommender Systems》
《Cross Domain Recommender Systems: A Systematic Literature Review》