Mathematics for Machine Learning
latest

机器学习之概率统计基础

  • 引言
  • 概率
  • Indices and tables

机器学习之矩阵论

  • 机器学习之概率统计基础
  • 机器学习之矩阵论

机器学习之凸优化

  • 机器学习之概率统计基础
  • 机器学习之矩阵论
Mathematics for Machine Learning
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Mathematics for Machine Learning¶

The code is open source, and available on GitHub.

The main documentation for the site is organized into a couple sections:

  • 机器学习之概率统计基础
  • 机器学习之矩阵论
  • 机器学习之凸优化

机器学习之概率统计基础¶

  • 引言
    • 究竟什么是机器学习?
    • 概率 vs. 统计
    • 概率统计基础的重要性
    • 参考书推荐
  • 概率
    • 一、概率公理及推论(基石)
    • 二、随机变量及其分布:pmf/pdf、CDF、均值、方差
  • Indices and tables
    • Contribute
    • Support
    • License

机器学习之矩阵论¶

  • 机器学习之概率统计基础
    • 引言
    • 概率
  • 机器学习之矩阵论
    • Indices and tables
    • Contribute
    • Support
    • License

机器学习之凸优化¶

  • 机器学习之概率统计基础
    • 引言
    • 概率
  • 机器学习之矩阵论
    • Indices and tables
    • Contribute
    • Support
    • License

Contribute¶

  • Issue Tracker: https://github.com/iphysresearch/Math_ML/issues
  • Source Code: https://github.com/iphysresearch/Math_ML

Support¶

If you are having issues, please let us know. We have a mailing list located at: hewang@mail.bnu.edu.cn

License¶

The project is licensed under the MIT license.

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