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Advanced methods in Machine Learning

In this subject, we have made 3 assignments:

  • The first assignment consisted in the implementation of the SVMs technique SMO (Folder P1)

  • In the second assignment we implemented the Variable elimination algorithm and, after that, we implemented Gradient Boosting (Folder P2)

  • In the last assignment, we were given high-dimensional data and we used this data to study how PCA (and posterior clustering), LDA and combination feature extraction with PCA and classification with LDA performed on this data(Folder P3)