The Princeton Machine Learning Theory Summer School is aimed at PhD students interested in machine learning theory. The school will run in person and focuses on showcasing exciting recent developments in the subject through four main courses. The primary focus this year is on theoretical advances in deep learning. The program aims to connect young researchers and foster community within theoretical machine learning.