ClearML

ClearML covers the full machine learning lifecycle — experiment tracking, data management, model deployment, pipeline orchestration — in one open-source suite that integrates with the ML frameworks teams already use. It can run self-hosted or as a cloud-managed control plane, which matters for teams that don't want their experiment data sitting on someone else's servers.