Old-School Statistical Learning Tools Challenge Neural Networks In Physics Problems
Neural networks are everywhere today. They are used to drive vehicles, classify images, translate texts, determine your shopping preferences, or finding your quickest route to the supermarket. Their power at making sense of small or large datasets alike is enabling great progress in a number of areas of human knowledge, too. Yet there is nothing magical about them, and in fact what makes them powerful is something that has been around for century: differential calculus.
Before I explain what I mean with the above, I will mention that the reason for this post was originally to advertise a…