CmpE 597 Deep Learning

Catalog Description: 

  • Introduction to Neural Networks
  • Convolutional Neural Networks
  • Training Neural Networks (activation functions, dropout, batch normalization)
  • Word Embeddings
  • Recurrent Neural Networks (RNNs, LSTMs, GRUs)
  • Visualizing and Understanding Neural Networks (Deep Dream, Neural Style Transfer)
  • Generative Models
  • Advanced Deep Learning Models

Credits: 

(3+0+0) 3 ECTS 8

Prerequisites: 

Consent of Instructor. Students are expected to have a medium level knowledge of essential machine learning algorithms. Undergrads and grad students who are new to machine learning are encouraged to take CMPE462: Machine Learning course.
Link Year Semester Course Page Instructor Course Schedule Lab Schedule
view 2019 Spring Pınar Yanardağ MMM 567 BM A5 | BM A5 | BM A5
view 2018 Spring Ethem Alpaydın MMM 456 BM A6 | BM A6 | BM A6
view 2017 Spring Ethem Alpaydın MMM 345 BM A5 | BM A5 | BM A5

Contact us

Department of Computer Engineering, Boğaziçi University,
34342 Bebek, Istanbul, Turkey

  • Phone: +90 212 359 45 23/24
  • Fax: +90 212 2872461
 

Connect with us

We're on Social Networks. Follow us & get in touch.