For most of today’s lecture, we present a non-rigorous review of deep learning; our treatment follows the recent book Deep Learning by Goodfellow, Bengio and Courville.

We begin with the model we study the most, the “quintessential deep learning model”: the deep forward network (Chapter 6 of GBC).


Lecture 1

Lecture 2

Lecture 3

Lecture 4

Lecture 5

Lecture 6

Lecture 7

Lecture 8