├── MATHEMATICS FORMACHINE LEARNING.pdf ├── README.md ├── matrix_calculus NTU .pdf ├── 日程表.png └── （南瓜书）pumpkin_book.pdf /MATHEMATICS FORMACHINE LEARNING.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sanbuphy/chiguaqunzhong/c55e081d1afa1ac3cd42dd8454cc408c165d05a1/MATHEMATICS FORMACHINE LEARNING.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # chiguaqunzhong 2 | 西瓜书南瓜书学习的相关资料 3 | - anaconda与Jupyter notebook安装教程https://zhuanlan.zhihu.com/p/37093476 4 | - 国内的anaconda镜像下载：https://mirrors.tuna.tsinghua.edu.cn/anaconda/archive/ 5 | - anaconda更新与下载包的镜像源更换：https://zhuanlan.zhihu.com/p/35985834 6 | - 南瓜书主页https://datawhalechina.github.io/pumpkin-book/#/ 7 | - 周志华《机器学习》手推笔记 by Sophia-11 https://github.com/Sophia-11/Machine-Learning-Notes 8 | - 周志华《机器学习》笔记（主要是文本） by yv.l1.pnn https://zhuanlan.zhihu.com/p/134089340 9 | 10 | 11 | #数学基础补充 12 | - [直观理解机器学习的数学过程](https://www.bilibili.com/video/BV1iW411T781?p=34&share_medium=iphone&share_plat=ios&share_session_id=918760D9-B272-4504-8DD6-82E44AFA8672&share_source=WEIXIN&share_tag=s_i×tamp=1641652920&unique_k=aGspGLd) 13 | - [矩阵求导入门](https://www.bilibili.com/video/BV1xk4y1B7RQ?p=1&share_medium=iphone&share_plat=ios&share_session_id=1F101D5C-2880-4C53-A556-3D2777F6AFC8&share_source=WEIXIN&share_tag=s_i×tamp=1641653070&unique_k=GcJNM2u) 可以配合文档里NTU的矩阵求导食用或者数学参考那本书。 14 | - [李航统计学习基础第一章补数学基础](https://www.bilibili.com/video/BV1o5411p7H2?p=8&share_medium=iphone&share_plat=ios&share_session_id=3AD6E589-C577-4D7A-88C6-6A3FAB1E41F1&share_source=WEIXIN&share_tag=s_i×tamp=1641653147&unique_k=abvhCWL) 只需要第一张 补基础，其他有问题再找 15 | - [Deep Learning An MIT Press book](https://www.deeplearningbook.org/)参考第一章即可，[中文版在这](https://github.com/exacity/deeplearningbook-chinese/releases)或者直接下载附件中dlbook_cn_v0.5-beta。 16 | -------------------------------------------------------------------------------- /matrix_calculus NTU .pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sanbuphy/chiguaqunzhong/c55e081d1afa1ac3cd42dd8454cc408c165d05a1/matrix_calculus NTU .pdf -------------------------------------------------------------------------------- /日程表.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sanbuphy/chiguaqunzhong/c55e081d1afa1ac3cd42dd8454cc408c165d05a1/日程表.png -------------------------------------------------------------------------------- /（南瓜书）pumpkin_book.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sanbuphy/chiguaqunzhong/c55e081d1afa1ac3cd42dd8454cc408c165d05a1/（南瓜书）pumpkin_book.pdf --------------------------------------------------------------------------------