Frameworks and platforms for accelerating the data science life cycle continue to improve, offering data scientists accessible performance for an ever-expanding array of use cases. In this talk, we'll discuss both recent trends in the data analytics ecosystem and advances in accelerated data science. We'll highlight advances in data analytics, machine learning, deep learning, graph analytics, and the accessibility of accelerated data science tools. You should have a basic understanding of data science; no GPU-specific knowledge is required.