The Machine Learning Center was founded in 2016 as an interdisciplinary research center (IRC) at the Georgia Institute of Technology. Since then, we have grown to include over 190 affiliated faculty members and 60 Ph.D. students, all publishing at world-renowned conferences. The center aims to research and develop innovative and sustainable technologies using machine learning and artificial intelligence (AI) that serve our community in socially and ethically responsible ways. Our mission is to establish a research community that leverages the Georgia Tech interdisciplinary context, trains the next generation of machine learning and AI pioneers, and is home to current leaders in machine learning and AI.