This repository complements the MATH50002 (M2R) research report and presentation, a compulsory year two Mathematics module at Imperial College London. We introduced and explored neural networks and the techniques required to train a neural network. We then discussed neural ODEs and their increased accuracy, before extending to neural CDEs.