From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy

Naiel Samaan and Valmir Bucaj from Ford Motor Company discuss their journey in building an AI/ML platform. They share lessons learned regarding product strategy, technical stack decisions (buy vs. build, on-prem vs. cloud, centralized vs. decentralized), and organizational challenges. The talk covers the evolution of their Mach 1 ML platform, including tool offerings, infrastructure, and deployment strategies, with a focus on adapting to different user personas and facilitating a smooth transition from development to production.