Open Source Alternatives to AWS SageMaker
2 free, open source replacements for AWS SageMaker. Self-hostable, transparent, and community-driven.
KF
Kubeflow✓ Verified★ 14K
Machine learning toolkit for Kubernetes. End-to-end ML workflows on cloud-native infrastructure.
Alt: SageMaker, Vertex AI
ML
MLflow✓ Verified★ 19K
ML lifecycle platform. Experiment tracking, model registry, deployment, and reproducibility.
Alt: Weights & Biases, Neptune
Why switch from AWS SageMaker?
Switching to an open source alternative to AWS SageMaker gives you full control over your data, eliminates vendor lock-in, and often reduces costs. These projects are maintained by active communities and can be self-hosted on your own infrastructure for maximum privacy and customization.