# Machine-Learning-Notes **Repository Path**: tspader/Machine-Learning-Notes ## Basic Information - **Project Name**: Machine-Learning-Notes - **Description**: No description available - **Primary Language**: Unknown - **License**: Not specified - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2020-10-02 - **Last Updated**: 2020-12-19 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # Machine-Learning-Notes(加载图片较慢，请耐心等待,只显示一部分) 周志华《机器学习》手推笔记~持续更新中 ## by 【计算机视觉联盟】 王博（Kings）、Sophia ## 手推笔记已经 164页 A4纸，可直接打印 ！！ *Last updated: 2020/08/04* **更新第三版** ## 【计算机视觉联盟】回复【西瓜书手推笔记】即可获得百度云pdf下载链接 #### Update log * 2019/09/13 * - 更新第一章 * 2019/09/20 * - 更新第二章 * 2019/10/03 * - 更新第三章 * 2019/11/05 * - 更新第四章 * 2019/11/30 * - 更新第五章 46页 * 2019/12/17 * - 更新第六章 62页 * 2020/01/02 * - 更新第七章 75页 * 2020/01/28 * - 更新第八章 96页 * 2020/02/14 * - 更新第九章 105页 * 2020/03/27 * - 更新第十章 116页 * 2020/04/14 * - 更新为第三版 * 2020/05/16 * - 更新第十一章 129页 * 2020/06/03 * - 更新第十二章 150页 * 2020/08/03 * - 更新第十三章 164页 ## Table of Contents - [第一章绪论](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第二章模型评估与选择](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第三章线性模型](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第四章决策树](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第五章神经网络](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第六章支持向量机](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第七章贝叶斯分类器](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第八章集成信息](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第九章聚类](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十章降维与度量学习](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十一章特征选择与稀疏学习](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十二章计算学习理论](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十三章半监督学习](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十四章概率图模型](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十五章规则学习](https://github.com/Sophia-11/Machine-Learning-Notes/) - [第十六章强化学习](https://github.com/Sophia-11/Machine-Learning-Notes/) ## 手推笔记作者简介--王博Kings 微信号（Kingsplus）备注：单位/学校+研究方向 ，分享最新的AI思维导图和笔记 985AI博士，CSDN博客专家 已连载系列《机器学习》西瓜书手推笔记 已完结待更笔记：《深度学习-花书手推笔记》、《无人驾驶手推笔记》、《SLAM 十四讲》 | 下载地址 | 博士私人微信 | |:-----------:|:-----------:| |![](./cvQD.jpg)|![](./Kingsplus.jpg)| |【计算机视觉联盟】回复【西瓜书手推笔记】即可获得百度云pdf下载链接|985AI博士，CSDN博客专家| ## 第一章 绪论 ![image](./ch1/ch01.png)| ### 数学符号 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![](./ch/0000.jpg)| ![](./ch/0001.jpg)| ![](./ch/0002.jpg)| ![](./ch/0003.jpg)| ## 第二章 模型评估与选择 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![](./ch2/%E6%89%AB%E6%8F%8F_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0001_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0002_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0003_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch2/%E6%89%AB%E6%8F%8F0004_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0005_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0006_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0007_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch2/%E6%89%AB%E6%8F%8F0008_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0009_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0010_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch2/%E6%89%AB%E6%8F%8F0011_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch2/%E6%89%AB%E6%8F%8F0012_%E5%89%AF%E6%9C%AC.jpg)|--by 王博Kings||| ## 第三章 线性模型 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![](./ch3/%E6%89%AB%E6%8F%8F0014_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0015_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0016_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0017_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch3/%E6%89%AB%E6%8F%8F0018_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0019_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0020_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0021_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch3/%E6%89%AB%E6%8F%8F0022_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch3/%E6%89%AB%E6%8F%8F0023_%E5%89%AF%E6%9C%AC.jpg)|--by 王博Kings| | ## 第四章 决策树 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![](./ch4/%E6%89%AB%E6%8F%8F0024_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0025_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0026_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0027_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch4/%E6%89%AB%E6%8F%8F0028_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0029_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0030_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0031_%E5%89%AF%E6%9C%AC.jpg)| |![](./ch4/%E6%89%AB%E6%8F%8F0032_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0033_%E5%89%AF%E6%9C%AC.jpg)| ![](./ch4/%E6%89%AB%E6%8F%8F0034_%E5%89%AF%E6%9C%AC.jpg)| --by 王博Kings| ## 第五章 神经网络 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch5/%E6%89%AB%E6%8F%8F0035_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0036_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0037_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0038_%E5%89%AF%E6%9C%AC.jpg)| ![image](./ch5/%E6%89%AB%E6%8F%8F0039_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0040_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0041_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0042_%E5%89%AF%E6%9C%AC.jpg)| ![image](./ch5/%E6%89%AB%E6%8F%8F0043_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0044_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch5/%E6%89%AB%E6%8F%8F0045_%E5%89%AF%E6%9C%AC.jpg)| --by 王博Kings| ## 第六章 支持向量机 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch6/%E6%89%AB%E6%8F%8F_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0001_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0002_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0003_%E5%89%AF%E6%9C%AC.jpg)| ![image](./ch6/%E6%89%AB%E6%8F%8F0004_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0005_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0006_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0007_%E5%89%AF%E6%9C%AC.jpg)| ![image](./ch6/%E6%89%AB%E6%8F%8F0008_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0009_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0010_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0011_%E5%89%AF%E6%9C%AC.jpg)| ![image](./ch6/%E6%89%AB%E6%8F%8F0012_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0013_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0014_%E5%89%AF%E6%9C%AC.jpg)|![image](./ch6/%E6%89%AB%E6%8F%8F0015_%E5%89%AF%E6%9C%AC.jpg)| ## 第七章 贝叶斯分类器 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch7/062.jpg)|![image](./ch7/063.jpg)|![image](./ch7/064.jpg)|![image](./ch7/065.jpg)| |![image](./ch7/066.jpg)|![image](./ch7/067.jpg)|![image](./ch7/068.jpg)|![image](./ch7/069.jpg) |![image](./ch7/070.jpg)|![image](./ch7/071.jpg)|![image](./ch7/072.jpg)|![image](./ch7/073.jpg) |![image](./ch7/074.jpg)|||--by 王博Kings| ## 第八章 集成信息 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch8/075.jpg)|![image](./ch8/076.jpg)|![image](./ch8/077.jpg)|![image](./ch8/078.jpg)| |![image](./ch8/079.jpg)|![image](./ch8/080.jpg)|![image](./ch8/081.jpg)|![image](./ch8/082.jpg)| |![image](./ch8/083.jpg)|![image](./ch8/084.jpg)|![image](./ch8/085.jpg)|![image](./ch8/086.jpg)| ## 第九章 聚类 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch9/087.jpg)|![image](./ch9/088.jpg)|![image](./ch9/089.jpg)|![image](./ch9/090.jpg)| |![image](./ch9/091.jpg)|![image](./ch9/092.jpg)|![image](./ch9/093.jpg)|![image](./ch9/094.jpg)| ## 第十章 降维与度量学习 | 1 | 2 | 3 |4 | |:-----------:|:--------:|:---------:|:---------:| |![image](./ch10/095.jpg)|![image](./ch10/096.jpg)|![image](./ch10/097.jpg)|![image](./ch10/098.jpg)| |![image](./ch10/099.jpg)|![image](./ch10/100.jpg)|![image](./ch10/101.jpg)|![image](./ch10/102.jpg)| |![image](./ch10/103.jpg)|![image](./ch10/104.jpg)||--by 王博Kings|