for beginners and
for experienced people on a tight schedule. These provide learning and reading paths respectively.
Natural, Trust Region and Proximal Policy Optimization
We present an overview of the theory behind three popular and related algorithms for gradient based policy optimization: natural policy …
Aug 10, 2021
Cross-validation: what does it estimate?
Cross-validation: what does it estimate and how well does it do it?
Bates et al. focus on cross validation for error estimation and show …
Jun 11, 2021
Solving PDEs With Neural Networks
We discuss some current trends in applying ML to the solution of differential equations, and the difficulties faced. We focus on a family of …
Jan 30, 2021