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Probabilistic-Graphical-Models

This repository is about the Probabilistic graphical models course of the MVA master of ENS Cachan. It contains its homeworks.

1st homework:

Linear classifitcation and comparison between 4 models: LDA, linear regression, logistic regression and QDA.

2nd homework:

-Theory: Factorization in graphical models. -Implementation: Gaussian mixture models and EM algorithm.

3rd homework:

  • Hidden Markov models and alpha-beta recursion.
  • EM algorithm and Viterbi max-product algorithm.
  • Comparision with the previous homework.








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