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…)

mlhelper - Algorithms and utils for Machine Learning in JavaScript. (more…)

Transparent machine learning is a research proposal that would enable machine learning to produce source code in typical programming languages that humans ca... (more…)

When Apple introduced its 64-bit A7 processor in September, 2013, they caught the industry by surprise. According to an ex-Intel gent who’s now at a long-established Sand Hill Road venture firm, the… (more…)

NVIDIA dropped a bombshell at the annual NIPS (Neural Information Processing Systems) conference in Long Beach, CA, with the introduction of its new “TITAN V” PC GPU. Let’s take a deeper look at the TITAN V - who it is targeted at and what it has going fo... (more…)