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Unit Multivariate and Categorical Data Analysis allows the study of analyzing multivariate and categorical data. It is the study of analyzing, modeling and extracting complex patterns from multivariate, correlated databases in data science and machine learning and data mining. Different learning topics included within this course are:

  • Bayesian modeling
  • Probabilistic graphical models
  • Dimensionality reduction techniques
  • Multi-dimensional scaling
  • Clustering techniques
  • Finite mixture modeling
  • Treatment of graphical modeling

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