Nitin Pundir is a senior Ph.D. candidate at the University of Florida, working in Florida Institute for Cyber Security (FICS) research lab. His research focuses on hardware security and the development of machine-learning-assisted hardware security solutions. He will be discussing using machine learning to capture hardware signatures of Ransomware to protect against zero-day attacks.