Scaling the performance of machine learning frameworks so they can train larger neural networks – or so the same training a lot faster – has meant that the... (more…)

We will walk you through all the aspects of machine learning from simple linear regressions to the latest neural networks, and you will… (more…)

This paper surveys the machine learning literature and presents in an optimization framework several commonly used machine learning approaches. Particularly, mathematical optimization models are presented for regression, classification, clustering, deep l... (more…)

Over the past decade, machine learning has grown to be quite the game-changer for different businesses and organizations. Thus, it is not... (more…)

New 2nd Edition of our book: "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan KutzD... (more…)