Machine learning algorithms usually operate as black boxes and it is unclear how they derived a certain decision. This book is a guide for practitioners to make machine learning decisions interpretable. (more…)

Musings on systems, information, learning, and optimization. (more…)

Machine Learning (ML) workloads have rapidly grown in importance, but raised concerns about their carbon footprint. Four best practices can reduce ML training energy by up to 100x and CO2 emissions up to 1000x. By following best practices, overall ML ener... (more…)

Machine learning research has advanced in multiple aspects, including model structures and learning methods. The effort to automate such research, known as AutoML, has also made significant progress. However, this progress has largely focused on the archi... (more…)

Wind farms have traditionally made less money for the electricity they produce because they have been unable to predict how windy it will be tomorrow. Not any more. (more…)