# Source-Code-Notebook

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

## Basic Information

- **Project Name**: Source-Code-Notebook
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2020-11-24
- **Last Updated**: 2022-07-18

## 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。

* 部分代码Run起来需要涉及到配置、数据集和预训练模型，请对应原文章的源码进行操作。

* 有注解错误和思路问题欢迎讨论。


欢迎访问博客：https://nakaizura.blog.csdn.net/

#
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 |
| SR-GNN | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/SR-GNN) | Session-based GNN |

#
图神经网络
| Graph | Notebook | keywords |
| ------ | ------ | ------ |
| Louvain | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Louvain) | Community Detection |
| DeepWalk | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/DeepWalk) | Graph Embedding |
| node2vec | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/node2vec) | Graph Embedding Plus |
| 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 |
| GAE | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/GAE) | Graph Autoencoder |
| 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 |
| Graph Transformer | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/Graph-Transformer) | Graph Transformer |

#
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 |
| C3D | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/C3D) | 3D VGG |
| 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 |
| MoCo | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/MoCo) | Contrastive Learning |
| MIL-NCE | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/MIL-NCE) | Contrastive Learning |

#
自然语言处理
| NLP | Notebook | keywords |
| ------ | ------ | ------ |
| NTM | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/NTM) | NVDM-GSM |
| 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 |

#
跨模态
| Cross-modal | Notebook | keywords |
| ------ | ------ | ------ |
| TALL | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/CTRL) | Cross-modal Video Moment Retrieval |
| ACMR | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/ACMR) | Adversarial Cross-modal Retrieval  |
| S2VT | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/S2VT) | Cross-modal Video Captioning  |
| VMT | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/VMT) | Cross-modal Video Translation  |
| MIL-NCE | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/MIL-NCE) | Cross-modal Align |
| Preparing | [Notebook](https://github.com/nakaizura/Source-Code-Notebook/tree/master/) | 待更...... |