
Lyft
Machine Learning•2025-11-18
LyftLearn Evolution: Rethinking ML Platform Architecture
This post describes how Lyft evolved LyftLearn, their end-to-end ML platform, from a fully Kubernetes-based system to a hybrid architecture combining AWS SageMaker and Kubernetes.