Machine learning leader with 8+ years of experience in personalization, search, and recommender systems. Currently managing an Applied Science team at Twitch, delivering state-of-the-art foundational models powering discovery and feed ranking. Published in top-tier venues (ASPLOS, MICRO, UAI) with a strong track record of turning research into impactful ML products.