Code and Informal Technical Reports

  • My github page is here. But of the older (matlab) codes are below.

Bayesian Non-Parametrics

  • Step by step derivation of a variational Bayes for an infinite mixture (GMM in the report), code is also available: files

  • Image segmentation with MRF coupled infinite mixture model. Send me an e-mail if you are interested in the code. report

Method of Moments

  • Space Efficient Implementation of the Tensor Power Method (Method of moments without forming the moment tensor!). Here are the files: files

Talks / Tutorials

  • March 2020, Mila Applied Research Team Reinforcement Learning Introduction slides

  • November 2017, UIUC CS598PS Guest lecture on implicit generative model learning (GANs are an instance of this) slides

  • November 2017, UIUC CS598PS Guest lecture on latent variable models slides

  • June 2017, Uber AI labs talk on global learning for time series slides