Organizations are tackling exponentially complex questions across advanced scientific, energy, high-tech, and medical fields. Machine learning (ML) makes it possible to quickly explore a multitude of scenarios and generate the best answers, ranging from image, video, and speech recognition to autonomous vehicle systems and weather prediction. In this interactive chalk talk, we discuss the latest advancements in compute to support your ML goals. We also discuss how, for data scientists, researchers, and developers who want to speed development of their ML applications, Amazon Elastic Compute Cloud (Amazon EC2) P3 instances are the most powerful, cost-effective, and versatile GPU-compute instances available.