GAN vs ODE: the end of mathematical modeling? - Alexandr Honchar, MAWI

For hundreds of years, scientists were developing strong theories and rigorous mathematical models to explain patterns and dependencies in data and processes around us. Today instead of modeling some features of data by ourselves we rely on deep neural networks and they don’t let us down. So, the natural question arises: do we really need human experts to describe the world mathematically or let’s just let AI do all the work? In this talk, we will connect dots between generative neural networks (GANs) and m