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