{"id":16577120,"url":"https://github.com/exrick/machine-learning","last_synced_at":"2025-05-09T03:23:45.192Z","repository":{"id":48195345,"uuid":"142034392","full_name":"Exrick/Machine-Learning","owner":"Exrick","description":"个人机器学习(Machine Learning, 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Machine-Learning\n\u003e 个人机器学习(Machine Learning, ML)笔记 参考多个学习资源 包含个人理解与总结 不能保证完全专业正确性 如有错误欢迎提出 期待您的补充贡献！\n\n\u003cimg src=\"https://i.loli.net/2018/07/25/5b589d4121cea.png\" width=\"70%\"\u003e\n\n- 机器学习：让机器去学习\n\n## 目录\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth\u003e章节\u003c/th\u003e\n    \u003cth\u003e小节\u003c/th\u003e\n    \u003cth\u003e数学知识补充\u003c/th\u003e\n    \u003cth\u003e参与贡献人\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e介 绍\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/%E7%AE%80%E4%BB%8B%20%E4%BB%80%E4%B9%88%E6%98%AF%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/%E7%AE%80%E4%BB%8B%20%E4%BB%80%E4%B9%88%E6%98%AF%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0.md\"\u003e什么是机器学习\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e第 1 章: 机器学习基础\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/1.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80/1.1%20%E8%AE%A4%E8%AF%86%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E6%95%B0%E6%8D%AE/1.1%20%E8%AE%A4%E8%AF%86%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E6%95%B0%E6%8D%AE.md\"\u003e1.1: 认识机器学习中的数据\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e线性代数: 矩阵\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/1.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80/1.2%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9A%84%E4%B8%BB%E8%A6%81%E4%BB%BB%E5%8A%A1/1.2%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9A%84%E4%B8%BB%E8%A6%81%E4%BB%BB%E5%8A%A1.md\"\u003e1.2: 机器学习的主要任务\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/1.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80/1.3%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E7%9A%84%E5%87%A0%E5%A4%A7%E5%88%86%E7%B1%BB/1.3%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E7%9A%84%E5%87%A0%E5%A4%A7%E5%88%86%E7%B1%BB.md\"\u003e1.3: 机器学习算法的几大分类\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e第 2 章: 机器学习相关工具安装与使用\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.1%20Python3%E7%9A%84%E5%AE%89%E8%A3%85/2.1%20Python3%E7%9A%84%E5%AE%89%E8%A3%85.md\"\u003e2.1: Python3的安装\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.2%20%E7%9B%B8%E5%85%B3IDE%E7%9A%84%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.2%20%E7%9B%B8%E5%85%B3IDE%E7%9A%84%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8.md\"\u003e2.2: 相关IDE的安装与使用\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.3%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%B8%80%EF%BC%89/2.3%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%B8%80%EF%BC%89.md\"\u003e2.3: Numpy的基本使用（一）\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.4%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%BA%8C%EF%BC%89/2.4%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%BA%8C%EF%BC%89.md\"\u003e2.4: Numpy的基本使用（二）\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.5%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%B8%89%EF%BC%89/2.5%20Numpy%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8%EF%BC%88%E4%B8%89%EF%BC%89.md\"\u003e2.5: Numpy的基本使用（三）\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.6%20Matplotlib%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8/2.6%20Matplotlib%E7%9A%84%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8.md\"\u003e2.6: Matplotlib的基本使用\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/2.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E5%B7%A5%E5%85%B7%E5%AE%89%E8%A3%85%E4%B8%8E%E4%BD%BF%E7%94%A8/2.7%20Scikit-learn%E7%9A%84%E7%AE%80%E5%8D%95%E6%8E%A2%E7%B4%A2/2.7%20Scikit-learn%E7%9A%84%E7%AE%80%E5%8D%95%E6%8E%A2%E7%B4%A2.md\"\u003e2.7: Scikit-learn的简单探索\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e第 3 章: 最简单的分类算法：k近邻算法\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/3.KNN/3.1%20KNN%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E4%B8%8E%E7%AE%80%E5%8D%95%E5%AE%9E%E7%8E%B0/3.1%20KNN%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E4%B8%8E%E7%AE%80%E5%8D%95%E5%AE%9E%E7%8E%B0.md\"\u003e3.1: KNN算法原理与简单实现\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick/Machine-Learning/blob/master/3.KNN/3.2%20Scikit-learn%E4%B8%ADKNN%E7%AE%97%E6%B3%95%E7%9A%84%E5%B0%81%E8%A3%85/3.2%20Scikit-learn%E4%B8%ADKNN%E7%AE%97%E6%B3%95%E7%9A%84%E5%B0%81%E8%A3%85.md\"\u003e3.2: Scikit-learn中KNN算法的封装\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\"\u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e3.3: 如何判断算法的好坏与性能\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://github.com/Exrick\" \u003eExrick\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n### 推荐学习资源\n- [Google机器学习速成课程](https://developers.google.cn/machine-learning/crash-course/)\n- [斯坦福大学公开课-机器学习的动机与应用 讲师：Andrew Ng](http://open.163.com/movie/2008/1/M/C/M6SGF6VB4_M6SGHFBMC.html)\n- [吴恩达机器学习](https://study.163.com/course/courseMain.htm?courseId=1004570029)\n\n### 参考\n- 百度百科、维基百科\n- [AiLearning](https://github.com/apachecn/AiLearning)\n- 引用相关大佬前辈\n  - [吴恩达 Andrew Ng](https://baike.baidu.com/item/%E5%90%B4%E6%81%A9%E8%BE%BE/9465313)\n  - [李飞飞](https://baike.baidu.com/item/李飞飞/7448630)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fexrick%2Fmachine-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fexrick%2Fmachine-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fexrick%2Fmachine-learning/lists"}