Skip to content

Instantly share code, notes, and snippets.

@lefant

lefant/bayesian_stats_and_ml.md

Created June 24, 2016 09:33
Show Gist options
  • Save lefant/af0088e051a6b3017504ad362e390003 to your computer and use it in GitHub Desktop.
Save lefant/af0088e051a6b3017504ad362e390003 to your computer and use it in GitHub Desktop.
Download ZIP
Raw
bayesian_stats_and_ml.md

bayesian statistics and machine learning reading list

what is bayes rule, intro

https://arbital.com/p/bayes_rule/

hands on bayesian methods for hackers

http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/

puppy book, doing bayesian data analysis

sample chapter (great intro too)

https://docs.google.com/viewer?a=v&pid=sites&srcid=ZGVmYXVsdGRvbWFpbnxkb2luZ2JheWVzaWFuZGF0YWFuYWx5c2lzfGd4OjE3ZjQ1ZWJhODZkZDZjZQ

actual book website

https://sites.google.com/site/doingbayesiandataanalysis/

bayesian estimation superseedes the t-test (more good stuff from the same guy)

http://www.indiana.edu/~kruschke/BEST/

good intro to classic machine learning algorithms, online course (there is a book too)

https://lagunita.stanford.edu/courses/HumanitiesSciences/StatLearning/Winter2016/about

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment