CSV878: Special Topics in Machine Learning

Deep learning



This is the course page for CSV878: Special Topics in Machine Learning (Deep learning), for Semester I, 2015-2016, being taught by Subhashis Banerjee at the Department of Computer Science and Engineering, IIT, New Delhi.

Notices

  1. There will be approximately 14 lectures in this course. Classes will start from the week starting Aug 10.
  2. The classes will be held in the CSE Seminar room (Bharti 501) on Mondays and Thursdays from 1530 to 1700.
  3. The evaluations in the special module will be based on student projects and presentations.

Resources

Lectures

Aug 10: Learnability and the VC dimension. Main reference.
Aug 13: More on VC dimension and learnability; traditional (non-deep) approaches to ML. VC dim of multilayer NN,Another; ECCV 2010 tutorial on feature learning (parts I and II)
Aug 20: Feature learning and autoencoders. ECCV 2010 tutorial on feature learning
Aug 24: Introduction to deep networks. NIPS 2010 tutorial, UCL tutorial (Hinton), Deep leanrning (Andrew Ng), Deep learning tutorial
Subhashis Banerjee / Dept. Computer Science and Engineering / IIT Delhi / Hauz Khas/ New Delhi 110016