DEEP LEARNING

Kalkan S., Akbaş E.

  • Dersin Düzeyi: Yüksek Lisans
  • Tasarlanan Ders Kodu: 5710501
  • Öğretim Türü: Örgün Öğretim (Normal Öğretim)
  • Dersin Kapsamı: Teorik ve Uygulama
  • Akademik Yıl: 2015 - 2016
  • Ders İçeriği:

    Introduction to Machine Learning; Deep hierarchies and learning mechanisms in humans; Artificial neural networks; Deep vs. shallow architectures; Representation in terms of basis functions; Representation learning; Independent component analysis; Sparse representations; Convolutional neural networks; Restricted Boltzmann Machines; Deep Belief networks; Applications to pattern recognition, speech recognition and natural language processing.