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convex-optimization's Introduction

Convex-Optimization

此仓库记录学习凸优化的笔记,补充书本内容,以及部分习题解答,内容也会同步更新在个人博客:

https://doraemonzzz.com/

资料

书籍:https://book.douban.com/subject/21249088/

书籍主页:https://web.stanford.edu/~boyd/cvxbook/

电子版:见仓库

视频:

交大许志钦老师的最优化方法课程:https://space.bilibili.com/95975441/channel/detail?cid=107433

中科大凌青老师的凸优化课程:https://www.bilibili.com/video/BV1Jt411p7jE?from=search&seid=6423371643907911807

斯坦福Stephen Boyd教授的课程:https://www.bilibili.com/video/BV1i7411Z7kY?from=search&seid=14232938131245425549

备注:最开始是学习Stephen Boyd教授的视频,听了几讲没太听明白,目前是在听凌青老师以及许志钦老师的课程,这两个课程感觉更适合入门。

为什么建此仓库

  1. 学习过程中发现课本上很多地方省略了证明,感觉需要加以补充,所以建立该仓库更新相关笔记。
  2. 习题部分尽管有英文答案,但是因为是数学课,最好还是自己做一遍,所以这里也会更新相关的习题解答。
  3. 最主要目的,因为自己有时候容易拖延,所以建此仓库督促自己学习。

更新日志

2020/7/15:阅读2.1,完成习题2.1-2.3。

2020/7/16:阅读2.2,完成习题2.4,补充习题1.1,1.2;完成2.1以及习题的笔记。

2020/7/17:校对7/15日的笔记,完成2.2节的笔记整理。

2020/7/18:完成3道习题并整理。

2020/7/19:阅读2.3。

2020/7/20:整理2.3的前一部分。

2020/7/21:整理2.3,完成习题整理。

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