ESAC Stats 2014. Lecture notes and examples teaching statistics concepts with Python.

github.com/jakevdp/ESAC-stats-2014

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Updates

November 2014
  • add 4.4 solution
  • update Index
  • add 3.2 solution
  • execute cells in 1.1
October 2014
  • update unsupervised breakout
  • update index
  • update index & fix typos
  • update density notebook
  • update breakout
  • add unsupervised breakout
  • update KMeans example
  • add PCA and KMeans notebooks
  • finish supervised lectures
  • update sklearn lecture
  • fix typos
  • finish random forest notes
  • fix tree diagram
  • add random forest lecture
  • update supervised learning lectures
  • update machine learning intro lecture