Etsy has long had comprehensive observability over its machine learning (ML) deployments from a software engineering perspective.... (more…)

A recent blog post by the OpenML community called “Finding a standard dataset format for machine learning” outlines a set of data format… (more…)

I keep thinking of interesting use cases for Machine Learning at various stages of its development (near and more distant future), and I figured I'd captur... (more…)

Getting labeled training data has become the key development bottleneck in supervised machine learning. We provide a broad, high-level overview of recent weak supervision approaches, where noisier or higher-level supervision is used as a more expedient an... (more…)

"If you intend to use machine learning to solve business problems at scale, I'm delighted you got your hands on this book." —Cassie Kozyrkov, Chief Decision Scientist at Google "Foundational work about the reality of bu... (more…)