Research

Posted: 2017-08-07 , Modified: 2017-08-07

Tags: math

Parent: Math

Children: Simulated tempering Langevin Monte Carlo, l-adic properties of partition functions

I am a Ph.D. student at Princeton working with Sanjeev Arora (research group page, ML theory at Princeton).

I focus on machine learning theory, and also have broad interests in theoretical computer science and related math.

Research interests

Although machine learning (and deep learning in particular) has made great advances in recent years, our mathematical understanding of it is shallow. Learning problems can be highly nonconvex, yet tractable in practice. What hidden structure do these problems have, and how can we design algorithms to take advantage of it?

Current interests include:

Papers

Machine learning

Complexity theory

Number theory