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 | 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 | | NGCF | Notebook | Graph in Rec | | LightGCN | Notebook | Light Vesion NGCF | | SR-GNN | Notebook | Session-based GNN |

图神经网络 | Graph | Notebook | keywords | | ------ | ------ | ------ | | Louvain | Notebook | Community Detection | | DeepWalk | Notebook | Graph Embedding | | node2vec | Notebook | Graph Embedding Plus | | GCN | Notebook | Spectral Convolutional | | GAT | Notebook | Spatial+Attention | | GraphSAGE | Notebook | Inductive | | GAE | Notebook | Graph Autoencoder | | HetGNN | Notebook | Heterogeneous | | Scenegraph | Notebook | Relationship Triplet | | Graph Transformer | Notebook | Graph Transformer |

计算机视觉 | CV | Notebook | keywords | | ------ | ------ | ------ | | DCGAN | Notebook | GAN in CV | | InfoGAN | Notebook | Info Control | | Capsules | Notebook | CNN is Rubbish | | C3D | Notebook | 3D VGG | | SlowFast | Notebook | Slow+Fast | | Non-local | Notebook | Pixel+Attention | | MoCo | Notebook | Contrastive Learning | | MIL-NCE | Notebook | Contrastive Learning | | CLIP | Notebook | CLIP | | ViT | Notebook | Vsion Transformer | | MLP-Mixer | Notebook | MLP is All |

自然语言处理 | NLP | Notebook | keywords | | ------ | ------ | ------ | | NTM | Notebook | NVDM-GSM | | Skip-Thought | Notebook | Sentence2vec | | Transformer | Notebook | Attention is All | | BERT | Notebook | Pretraning NLP | | extractive_summarization | Notebook | Extractive Summarization | | UIE | Notebook | Information Extraction | | OpenPrompt | Notebook | OpenPrompt |

跨模态 | Cross-modal | Notebook | keywords | | ------ | ------ | ------ | | TALL | Notebook | Cross-modal Video Moment Retrieval | | ACMR | Notebook | Adversarial Cross-modal Retrieval | | S2VT | Notebook | Cross-modal Video Captioning | | VMT | Notebook | Cross-modal Video Translation | | MIL-NCE | Notebook | Cross-modal Align | | CLIP | Notebook | Cross-modal Pre-training | | Preparing | Notebook | 待更...... |

Project Name	Stars	Most Recent Commit	Open Issues	License	Language
Source Code Notebook	428	a year ago	3		Python
关于一些经典论文源码的逐行中文笔记
Machine Learning Is All You Need	337	a month ago			Python
🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!
Hddeeplearningstudy	289	6 days ago	4	other	Python
Code etc for Hacker Dojo Deep Learning Study Group
Data_science_blogs	232	10 months ago	7		Jupyter Notebook
A repository to keep track of all the code that I end up writing for my blog posts.
Kbgan	170	5 years ago	1	mit	Python
Code for "KBGAN: Adversarial Learning for Knowledge Graph Embeddings" https://arxiv.org/abs/1711.04071
Housegan	169	10 months ago	15	other	Python
House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation
Molgan	167	2 years ago		mit	Python
Tensorflow implementation of MolGAN: An implicit generative model for small molecular graphs
What I Have Read	149	a year ago
Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers
Netgan	142	3 years ago	1	mit	Jupyter Notebook
Implementation of the paper "NetGAN: Generating Graphs via Random Walks".
Bigraphgan	122	8 months ago		other	Python
[BMVC 2020 Oral] Bipartite Graph Reasoning GANs for Person Image Generation

Source Code Notebook

Source-Code-Notebook