February 23, 2021
Kamalika Chaudhuri (University of California San Diego)
As machine learning is increasingly deployed, there is a need for reliable and robust methods that go beyond simple test accuracy. In this talk, we will discuss two challenges that arise in reliable machine learning. The first is robustness to...
March 9, 2021
Daniel Spielman (Yale)
Randomized Controlled Trials (RCTs) are the principal way we estimate the effectiveness of new medications, procedures, policies, and interventions. In a typical medical trial, the subjects are divided into two (or more) groups. One group of...
March 16, 2021
David Simchi-Levi (MIT)
Traditionally, statistical learning is focused on either (i) online learning where data is generated online according to some unknown model; or (ii) offline learning where the entire data is available at the beginning of the process. In this talk,...
April 13, 2021
Ashia Wilson (MIT)