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Fakultät für Informatik

Probabilistic Reasoning and Machine Learning (PRML)

Contents:

  • Probability, frequentist statistics, Bayesian statistics
  • Supervised learning, unsupervised learning
  • Generative vs discriminative models
  • Linear regression, linear discriminant analysis
  • Gaussian processes
  • Support vector machines
  • Kernel trick, kernel PCA
  • Graphical models
  • Neural networks