Sudeep leads the ML engineering team at Toyota Research Institute (TRI) to build and deploy state-of-the-art computer vision and machine learning models to Toyota's next-generation L4 autonomous vehicle fleet. At TRI, we're committed to solving the hard automated driving problem, where we leverage Toyota's unique data-advantage to truly unlock the value of structured data that autonomous vehicle fleets collect at scale. Previously, he was a research scientist in the ML team at TRI, spearheading their large-scale self-supervised learning efforts for autonomous driving. He received his PhD in Computer Science from MIT, where he focused on self-supervised perception and learning in spatially-cognizant mobile robots.