Get to know the ML landscape through this practical, concise overview of modern machine learning algorithms. Plus, we'll discuss the tradeoffs of each. (more…)

ML models often exhibit unexpectedly poor behavior when they are deployed in real-world domains. We identify underspecification as a key reason for these failures. An ML pipeline is underspecified when it can return many predictors with equivalently stron... (more…)

We share strategies for getting machine learning jobs, from understanding the market and building a portfolio to skill improvement and the application process. (more…)

A tutorial for building a real-time sensor anomaly detector for use in municipal wastewater treatment systems.

Having been at the forefront of machine learning since the 1980s when I was a staff scientist in the Theoretical Division at Los Alamos performing basic re... (more…)