机器学习相关知识点总结

线性代数

PCA和SVD:

https://zhuanlan.zhihu.com/p/58064462

正定、半正定

https://zhuanlan.zhihu.com/p/93392382

投影矩阵:

https://blog.csdn.net/weixin_44969779/article/details/90139312

旋转矩阵:

https://www.bilibili.com/video/BV1sR4y1j7vs?spm_id_from=333.880.my_history.page.click&vd_source=50e1ad188c1c4b400c9e5ee4f500a9a4

最小二乘法:

https://zhuanlan.zhihu.com/p/38128785/

概率论

随机变量,分布,随机变量函数,条件概率,期望,边缘分布:

深度学习书

最大似然估计:

https://blog.csdn.net/weixin_43233770/article/details/82944049

假设检验:

https://zhuanlan.zhihu.com/p/436137583

机器学习

线性回归和逻辑回归:

https://blog.csdn.net/jiaoyangwm/article/details/81139362

KNN:

https://blog.csdn.net/weixin_45014385/article/details/123618841

Kmeans:

https://zhuanlan.zhihu.com/p/78798251?utm_source=qq

朴素贝叶斯:

https://blog.csdn.net/suotanyu1595/article/details/120399054

决策树:

https://blog.csdn.net/yinjieer379/article/details/123225056

SVM:

https://baijiahao.baidu.com/s?id=1671535528667762528&wfr=spider&for=pc

高斯混合模型:

https://blog.csdn.net/weixin_39910711/article/details/123963434

EM算法:

https://blog.csdn.net/guoziqing506/article/details/81274276

BP:

https://blog.csdn.net/weixin_42826815/article/details/88290744

算法

O and o:

https://zhuanlan.zhihu.com/p/87992669

https://stackoverflow.com/questions/1364444/difference-between-big-o-and-little-o-notation

https://www.baeldung.com/cs/big-o-vs-little-o-notation

递归:

https://blog.csdn.net/secretzyl/article/details/102610028

分治法:

https://blog.csdn.net/xlinsist/article/details/79198842

树和图:

https://blog.csdn.net/weixin_43126117/article/details/97927143

P NP NP completeness NP hardness:

https://www.jianshu.com/p/b56e2e4a25b6

https://www.zhihu.com/question/27039635/answer/112738911

优化

泰勒级数 泰勒中值定理:

https://www.zhihu.com/question/21149770/answer/111173412

Hessian:

https://blog.csdn.net/TIANTANGDEGEZI/article/details/102579819

https://blog.csdn.net/hy592070616/article/details/123148633

https://www.jianshu.com/p/596285f644c9

凸函数,凸集:

https://blog.csdn.net/weixin_43935696/article/details/117841910

梯度下降:

https://zhuanlan.zhihu.com/p/460474144

拉格朗日法:

https://blog.csdn.net/The_lastest/article/details/78136692

https://zhuanlan.zhihu.com/p/342650045

你可能感兴趣的:(机器学习相关知识点总结)