MACHINE LEARNING BY PROBABILISTIC MODELS


Ulusoy İ.

  • Dersin Düzeyi: Yüksek Lisans
  • Tasarlanan Ders Kodu: 5675420
  • Öğretim Türü: Örgün Öğretim (Normal Öğretim)
  • Dersin Kapsamı: Teorik ve Uygulama
  • Akademik Yıl: 2010 - 2011
  • Ders İçeriği:

    Probability, graphs, Bayesian networks, Markov networks, temporal models, state observation models, Gaussian networks, exact inference, map inference and approximate inference (sampling) in these models, probability distributions, graph parameter learning with complete and incomplete data, graph structure learning by complete and incomplete data.