To predict the future, we look at the data we have about the past.

A quick foray into the foundations of machine learning... (more…)

Working on many machine learning (ML) projects for many different clients, and discussing the nature of ML project management with other… (more…)

Overfitting and generalization is an important concept in Machine Learning as only models that generalize are interesting for general applications. Yet some students have trouble learning this important concept through lectures and exercises. In this pape... (more…)

In the first part, I described the context of how academic and industrial problem solving differ. The primary differences are the timeline of the solution and the complexity. When you prepare to solve a problem that will be part of a product, you can expe... (more…)