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README.md

#Clustering and Latent Variable Models Tutorial for MLSS 2015

Authors: Daniel Steinberg & Brian Thorne

Institute: NICTA

The main tutorial notebook is the file Clustering and Latent Variable Models.ipynb, and the worked solutions can be found in the file Clustering and Latent Variable Models - SOLUTIONS.ipynb.

You can view the solutions online here at nbviewer.

File manifest

  • Clustering and Latent Variable Models.ipynb - the tutorial
  • Clustering and Latent Variable Models - SOLUTIONS.ipynb - solutions
  • kmeans-image.ipynb - image compression example
  • tututils.py - data generation and plotting utilities for the tutorial

Dependencies

  • scikit-learn
  • numpy
  • matplotlib
  • scipy
  • ipython[all]
  • lda (this may also require pbr)
  • Pillow