I took part in an ML project in the ASIoP high energy theory group (HETG) during summer of 2025. These are general notes about deep learning theory.

This note is adapted from my more complete note made during the summer.

Deep learning leverages optimization methods to search for an adequate approximator of some unknown function based on known information.