# Source-Code-Notebook

**Repository Path**: zhangyue1234/Source-Code-Notebook

## Basic Information

- **Project Name**: Source-Code-Notebook
- **Description**: 关于一些经典论文源码的逐行中文笔记
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2020-07-10
- **Last Updated**: 2021-11-11

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 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](https://github.com/nakaizura/Source-Code-Notebook/tree/master/BPR) | Pair-wise |
| NFM | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/NFM) | MLP+FM |
| AFM | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/AFM) | Attention+FM |
| NCF | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/NCF) | MLP+MF |
| ONCF | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/ONCF) | Out-product+NCF |
| DIN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/DIN) | Attention+Interest |
| DRL-REC | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/DRL-REC) | RL in Rec |
| IRGAN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/IRGAN) | GAN in Rec |
| RippleNet | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/RippleNet) | KG in Rec |
| NGCF | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/NGCF) | Graph in Rec |
| LightGCN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/LightGCN) | Light Vesion NGCF |
#
图神经网络
| Graph | Notebook | keywords |
| ------ | ------ | ------ |
| Louvain | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Louvain) | Community Detection |
| GCN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/GCN) | Spectral Convolutional |
| GAT | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/GAT) | Spatial+Attention |
| GraphSAGE | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/GraphSAGE) | Inductive |
| HetGNN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/HetGNN) | Heterogeneous |
| Scenegraph | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Scenegraph) | Relationship Triplet |
#
自然语言处理
| NLP | Notebook | keywords |
| ------ | ------ | ------ |
| Skip-Thought | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Skip-ThoughtVectors) | Sentence2vec |
| Transformer | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Transformer) | Attention is All |
| BERT | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/BERT) | Pretraning NLP |
#
计算机视觉
| CV | Notebook | keywords |
| ------ | ------ | ------ |
| DCGAN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/DCGAN) | GAN in CV |
| InfoGAN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/InfoGAN) | Info Control |
| Capsules | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Capsules) | CNN is Rubbish |
| SlowFast | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/SlowFast) | Slow+Fast |
| Non-local | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Non-local) | Pixel+Attention |
#
跨模态
| Cross-modal | Notebook | keywords |
| ------ | ------ | ------ |
| Preparing | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/) | 待更...... |