Faisal is the Director of Engineering for Personalization Infrastructure at Netflix, where he runs multiple teams delivering large-scale ML infrastructure to support the company’s personalization research and systems. The teams he runs currently support model development, model tools and data, and model serving. At TWIMLcon, Faisal and Sam will discuss lessons learned building Netflix’s large-scale personalization infrastructure.