This repository is a compilation of lecture notes from the MIT course 18.337J/6.338J on Parallel Computing and Scientific Machine Learning. It serves as a live document continuously updated with the latest methods in scientific machine learning and high-performance computing techniques. The material covers topics including neural ODEs, neural SDEs, differential equations, GPU computing, and scientific simulators, implemented primarily in Julia.