10-601 Neural networks and Deep Belief Networks

This a lecture used in the Syllabus for Machine Learning 10-601 in Fall 2014

Slides

• William's slides: in Powerpoint, in PDF

Readings

• Mitchell: Ch. 4, or Bishop: Ch. 5

What You Should Know Afterward

• From single layer to multy-layer networks
• What can be solved with multy-layer networks that a single layer cannot
• Backpropagation
• Deep neural networks
• Application of deep NN