Today we present the Mapillary Vistas Dataset—the world’s largest and most diverse publicly available, pixel-accurately and instance-specifically annotated street-level imagery dataset for empowering autonomous mobility and transport at the global scale. (more…)

A new risk assessment tool promises to scrub the system of bias — but it’s no wonder drug. (more…)

You’ve probably heard the term machine learning (ML) used a lot lately in consumer tech circles and among software developers. However, you may not know what it exactly consists of, how it works, and whether it’s worth investing your time and energy into ... (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…)

Machine Learning Summer School (MLSS) 2020. The machine learning summer school series was started in 2002 with the motivation to promote modern methods of statistical machine learning and inference. Machine learning summer schools present topics which are... (more…)