raymondzhouyang / source-code-notebook

关于一些经典论文源码的逐行中文笔记

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和逐行源码注释。

• 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
RippleNet	Notebook	KG in Rec

图神经网络

Graph	Notebook	keywords
Louvain	Notebook	Community Detection
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
InfoGAN	Notebook	Info Control
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......