d557: Deep Learning Mathematics

Deep Learning Mathematics:

CVPR 2017 TUTORIAL ON DEEP LEARNING MATHEMATICS: http://www.vision.jhu.edu/tutorials/CVPR17-Tutorial-Math-Deep-Learning.htm

Deep Learning Mathematics Video:

Part 2:


  1. introductory lecture will briefly review the recent success of deep architectures in computer vision
  2. Global Optimality in Deep Learning
  3. Data Structure Based Theory for Deep Learning
  4. Generalization Error and Solving Optimization Problems with Deep Learning
  5. Discussion