Source-Code-Notebook
關於一些經典論文源碼Source Code的中文筆記，儘量做到整體框架梳理和逐行源碼註釋。
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不過太早期的代碼一般都模塊化了，所以主要更一些後期(2017-NOW)的筆記。
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語言主要是pytorch和Tensorflow版本的代碼，部分keras。
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有註解錯誤和思路問題歡迎討論。
大部分都在本博客裏面有文章整理過吧，思路+源碼一起吃能對paper理解更透徹吧。
推薦系統
| 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 |
圖神經網絡
| Graph | Notebook | keywords |
|---|---|---|
| GCN | Notebook | Spectral Convolutional |
| GAT | Notebook | Spatial+Attention |
| GraphSAGE | Notebook | Inductive |
| HetGNN | Notebook | Heterogeneous |
| Scenegraph | Notebook | Relationship Triplet |
自然語言處理
| NLP | Notebook | keywords |
|---|---|---|
| Skip-Thought | Notebook | Sentence2vec |
| Transformer | Notebook | Attention is All |
| BERT | Notebook | Pretraning NLP |
計算機視覺
| CV | Notebook | keywords |
|---|---|---|
| DCGAN | Notebook | GAN in CV |
| Capsules | Notebook | CNN is Rubbish |
| SlowFast | Notebook | Slow+Fast |
| Non-local | Notebook | Pixel+Attention |
跨模態
| Cross-modal | Notebook | keywords |
|---|---|---|
| Preparing | Notebook | 待更… |