Consultation hours

Current courses

##### Send me an email to schedule an appointment online.

##### Topics in Learning Theory

#####

##### Lecture 15:

##### Stochastic bandits [pdf]

##### Lecture 14:

##### First order methods for online convex optimization

Notes: [pdf]

##### Complement: The online Newton step algorithm

##### Notes: [pdf]

##### Lecture 13:

##### The exponentially weighted average (EWA) forecaster

Notes: [pdf]

#####

##### Lecture 12:

##### Introduction to online learning

##### Notes: [pdf]

##### Lecture 11:

##### Stochastic optimization

##### Notes: [pdf]

#####

##### Lectures 9 and 10:

##### Mirror descent

Notes: [pdf]

Complement: Pinsker's inequality

Notes: [pdf]