MachineLearningNotes

Reference

GitHub 本身不支持公式，因此请下载到本地使用 Typora观看。

Update:

为了更好的效果，我将所有文档放在语雀文档里面了，欢迎大家评论。

The notes are from videos mostly.

The markdown files are written with typora. The graphs and equations cannot be rendered properly due the lack of Mathjax/Mermaid support in GitHub.

I do not know how to draw the PGM properly in markdown and here Mermaid is used.

Name	Name	Last commit message	Last commit date
Latest commit History 23 Commits
pdf	pdf
.DS_Store	.DS_Store
1.Intro_Math.md	1.Intro_Math.md
10.VI.md	10.VI.md
11.MCMC.md	11.MCMC.md
12.HMM.md	12.HMM.md
13.LDS.md	13.LDS.md
14.particleFilter.md	14.particleFilter.md
15.CRF.md	15.CRF.md
16.GaussianNetwork.md	16.GaussianNetwork.md
17.BayesianLR.md	17.BayesianLR.md
18.GaussianProcess.md	18.GaussianProcess.md
19.RBM.md	19.RBM.md
2.LinearRegression.md	2.LinearRegression.md
20.Spectral.md	20.Spectral.md
21.NN.md	21.NN.md
22.PartitionFunction.md	22.PartitionFunction.md
23.ApproInference.md	23.ApproInference.md
3.LinearClassification.md	3.LinearClassification.md
4.DimentionReduction.md	4.DimentionReduction.md
5.SVM.md	5.SVM.md
6.Exponentialfamily.md	6.Exponentialfamily.md
7.PGMIntro.md	7.PGMIntro.md
8.EM.md	8.EM.md
9.GMM.md	9.GMM.md
README.md	README.md
cheatsheet.md	cheatsheet.md
originVSdual.jpg	originVSdual.jpg