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关于一些经典论文源码的逐行中文笔记

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Source-Code-Notebook

关于一些经典论文源码Source Code的中文笔记,尽量做到整体框架梳理逐行源码注释

  • 不过太早期的代码一般都模块化了,所以主要更一些后期(2017-NOW)的笔记。

  • 语言主要是pytorch和Tensorflow版本的代码,部分keras。

  • 有注解错误和思路问题欢迎讨论。

推荐系统

Recommendation Notebook keywords
BPR Notebook Pair-wise
NFM Notebook MLP+FM
AFM Notebook Attention+FM
NCF Notebook MLP+MF
ONCF Notebook Out-product+NCF
DIN Notebook Attention+Interest
DRL-REC Notebook RL in Rec
IRGAN Notebook GAN in Rec

图神经网络

Graph Notebook keywords
GCN Notebook Spectral Convolutional
GAT Notebook Spatial+Attention
GraphSAGE Notebook Inductive
HetGNN Notebook Heterogeneous
Scenegraph Notebook Relationship Triplet

自然语言处理

NLP Notebook keywords
Skip-Thought Notebook Sentence2vec
Transformer Notebook Attention is All
BERT Notebook Pretraning NLP

计算机视觉

CV Notebook keywords
DCGAN Notebook GAN in CV
Capsules Notebook CNN is Rubbish
SlowFast Notebook Slow+Fast
Non-local Notebook Pixel+Attention

跨模态

Cross-modal Notebook keywords
Preparing Notebook 待更......

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