Machine learning is a popular statistical approach in many fields, including genomics. We and others have used a variety of supervised machine-learning techniques to predict genes, regulatory elements, 3D interactions between regulatory elements and their target genes, and the effects of mutations on regulatory element function. I will highlight a few of these studies, emphasizing the strengths...