Shreyas Subramanian is an AI/ML specialist solutions architect at AWS and helps customers by using machine learning to solve their business challenges using the AWS platform. Shreyas has a background in large-scale optimization and machine learning, and in the use of machine learning and reinforcement learning for accelerating optimization tasks.