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…)

Cross-posted on the Google Research Blog Getting the best results out of a machine learning (ML) model requires that you truly understand ... (more…)

Learn how to augment existing labeled text data for free using Google Sheets. (more…)

As the field of machine learning has become ever more popular, a litany of online courses has emerged claiming to teach the skills necessary to “build a career in AI”. Is that what they do, though? (more…)

Linear algebra is to machine learning as flour to bakery: every machine learning model is based in linear algebra, as every cake is based in flour. It is not the only ingredient, of course. Machine learning models need vector calculus, probability, and op... (more…)