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Unsupervised Learning and Dimensionality Reduction

Used datasets:

  1. Default of Credit Card Clients
  2. White Wine Quality

Summary:

  • Applied K-means, EM clustering algorithms to two datasets before and after dimensionality reduction
  • Added clustering labels as a new feature to the initial datasets. Tested improvement in performance of Neural Networks on the modified datasets

credit_ica_23x23

wine_ica_11x11_pd