When Is Bayesian Machine Learning Actually Useful?

Personal thoughts about a somewhat controversial paradigm

Photo by Javier Allegue Barros on Unsplash

Introduction

When it comes to Bayesian Machine Learning, you likely either love it or prefer to stay at a safe distance from anything Bayesian. Given that current state-of-the-art models hardly ever mention Bayes at all, there is probably at least…