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Machine learning

It's not the destination, it's the journey.


记录个人学习过程、笔记。(坚定走ML路线,恢复更新) The repository is used to record the process of learning Machine Learning.

Contents

1. Paper Summary 论文总结

1.1 GNN

  1. Network Representation Learning: A Survey
  2. Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation
  3. A Semi-supervised Graph Attentive Network for Financial Fraud Detection

1.2 Recommender Systerm

  1. DeepGBM: A Deep Learning Framework Distilled by GBDT for Online Prediction Tasks

2. Notes ML相关笔记

  1. My Knowledge base 知识点笔记

    Deep Learning 相关

    1. batch size 知多少
    2. 调参小结

    Machine Learning 相关

    1. 面试知识点小记
  2. Courses Notes 课程笔记

    1. DeepLearning.ai
    2. Machine Learning. Coursera

Plan

  • Done:
    1. Machine Learning (Stanford Andrew NG's)
    2. Deep Learning (deeplearning.ai)
    3. 《统计学习方法》(李航 著)
    4. Several toy projects.
  • present:
    1. Pytorch learning
    2. Focus on Graph Neural Network

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