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nakaizura
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关于一些经典论文源码的逐行中文笔记

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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 |

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 |

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 | | Preparing | Notebook | 待更...... |

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