6.S897/HST.956 Machine Learning for Healthcare (Spring 2019, MIT OCW). Instructors: Prof. David Sontag and Prof. Peter Szolovits. This course introduces students to machine learning in healthcare, including the nature of clinical data and the use of machine learning for risk stratification, disease progression modeling, precision medicine, diagnosis, subtype discovery, and improving clinical workflows.
(from ocw.mit.edu)
Lecture 05 - Risk Stratification, Part 2
Instructor: Prof. David Sontag. Prof. Sontag continues with the topic of risk stratification. He discusses the derivation of labels for data, evaluation of model performance, and the subtleties with machine learning-based risk stratification. The lecture finishes with survival modeling.