Python 机器学习

参考用书：
1.BAYESIAN METHODS FOR Hackers
Probablistic Pragramming and Bayesian Inference
贝叶斯方法 概率编程与贝叶斯推断
[加]Cameron Davidson-Pilon 著
2.贝叶斯统计 韦来生 编著
Bayesian Statistics
3.韦来生 张伟平/编著 贝叶斯分析

+Probabilistic-Programming-and-Bayesian-Methods-for-Hackers-master 18.7 MB
+Chapter1_Introduction 727.0 KB
+data 1.8 KB
txtdata.csv 1.8 KB
Ch1_Introduction_PyMC2.ipynb 364.0 KB
Ch1_Introduction_PyMC3.ipynb 361.0 KB
README.md 266 Byte
+Chapter2_MorePyMC 1.5 MB
+data 413 Byte
challenger_data.csv 413 Byte
Ch2_MorePyMC_PyMC2.ipynb 665.0 KB
Ch2_MorePyMC_PyMC3.ipynb 667.0 KB
daft_plot.py 798 Byte
README.md 269 Byte
Screen Shot 2013-02-08 at 11.23.49 AM.png 117.0 KB
separation_plot.py 1.3 KB
sms_model.png 41.2 KB
+Chapter3_MCMC 2.2 MB
+data 11.2 KB
github_data.csv 3.3 KB
mixture_data.csv 7.3 KB
smoking_death.csv 650 Byte
Ch3_IntroMCMC_PyMC2.ipynb 1.1 MB
Ch3_IntroMCMC_PyMC3.ipynb 1.1 MB
github_pull.py 2.3 KB
README.md 334 Byte
+Chapter4_TheGreatestTheoremNeverTold 1.6 MB
+data 407.0 KB
census_data.csv 407.0 KB
Ch4_LawOfLargeNumbers_PyMC2.ipynb 580.0 KB
Ch4_LawOfLargeNumbers_PyMC3.ipynb 620.0 KB
README.md 277 Byte
reddit_comments.png 49.2 KB
top_showerthoughts_submissions.py 831 Byte
+Chapter5_LossFunctions 9.2 MB
+data 6.8 MB
+Train_Skies 6.8 MB
Test_haloCounts.csv 990 Byte
Training_halos.csv 19.2 KB
Ch5_LossFunctions_PyMC2.ipynb 1.2 MB
Ch5_LossFunctions_PyMC3.ipynb 1.2 MB
DarkWorldsMetric.py 19.9 KB
draw_sky2.py 689 Byte
README.md 267 Byte
+Chapter6_Priorities 2.3 MB
+data 18.9 KB
data.csv 246 Byte
data.txt 378 Byte
results_2014.csv 346 Byte
table_2014.csv 135 Byte
table_2014.ods 17.8 KB
BanditsD3.html 2.5 KB
Ch6_Priors_PyMC2.ipynb 1.2 MB
Ch6_Priors_PyMC3.ipynb 1.1 MB
d3bandits.js 9.9 KB
other_strats.py 3.3 KB
README.md 257 Byte
ystockquote.py 3.9 KB
+Chapter7_BayesianMachineLearning 358.0 KB
auc.py 1.7 KB
DontOverfit.ipynb 352.0 KB
MachineLearning.ipynb 4.5 KB
+ExamplesFromChapters 4.1 KB
+Chapter1 852 Byte
SMS_behaviour.py 852 Byte
+Chapter2 2.1 KB
ABtesting.py 954 Byte
FreqOfCheaters.py 344 Byte
ORingFailure.py 835 Byte
+Chapter3 1.0 KB
ClusteringWithGaussians.py 1.0 KB
README.md 134 Byte
+Prologue 16.4 KB
Prologue.ipynb 16.4 KB
+sandbox 744.0 KB
+Chapter10_ 211.0 KB
+data 3.3 KB
gh_forks.csv 850 Byte
gh_forks_02112013.csv 850 Byte
gh_stars.csv 850 Byte
gh_stars_02112013.csv 850 Byte
github_datapull.py 2.8 KB
More hacking with PyMC.ipynb 205.0 KB
ABCtests.ipynb 22.4 KB
CommitDataForChapter1.ipynb 74.8 KB
github_events.py 523 Byte
GithubUsers.ipynb 21.8 KB
SpaceShuttleBayesFactor.ipynb 20.9 KB
Sum of Gaussian Distributions + noise.ipynb 393.0 KB
+styles 25.4 KB
bmh_matplotlibrc.json 444 Byte
custom.css 2.2 KB
matplotlibrc 22.7 KB
.gitignore 47 Byte
book_layout.txt 1.2 KB
LICENSE.txt 1.0 KB
README.md 18.7 KB
requirements.txt 133 Byte
to_latex_pdf.sh 197 Byte
[dataguru.cn]LDA数学八卦.pdf 2.5 MB
PML02a.mp4 146.0 MB
PML02b.mp4 186.0 MB
PML02c - 副本.mp4 214.0 MB
PML02c.mp4 214.0 MB
PML02d.mp4 197.0 MB
PML02e - 副本.mp4 289.0 MB
PML02e.mp4 289.0 MB
PML02f.mp4 264.0 MB
PML02g.mp4 302.0 MB
贝叶斯方法参考书.pdf 13.5 MB
贝叶斯统计韦来生.pdf 72.7 MB
课件.pdf 2.5 MB