The goal of this thesis is to show that it is possible to use NNs for efficient and accurat pricing, as well as calibration, of discrete volatility models (mainly HNG as first reference) NN-visualisation tool: http://alexlenail.me/NN-SVG/LeNet.html Master Thesis: https://www.overleaf.com/project/5e349d09b88ae3000144bbd2