Traditional MLOps platforms are insufficient for autonomous driving model development and deployment. In AV, the challenge is not just about building a singular model efficiently, but rather developing an integrated ML stack capable of autonomous driving. In this talk we discuss Waymo’s progress towards building a scalable technology platform for autonomous driving and give an overview of the ML operations and platforms behind it.
