Abstract: In recent years, machine learning have been increasingly used to predict, enhance, and even replace human decision
making in a wide variety of off-line and on-line applications. In this course, you will learn about recent advances in human-centered
machine learning. More specifically, in the first half of the course, you will get to know about a growing set of techniques to ensure
that machine learning methods fueling algorithmic decisions are fair to all and its outputs are interpretable. In the second half of the
course, you will learn about machine learning methods specifically designed to understand, predict and enhance human decision
making, with a particular emphasis on online social and information systems. |