Model Management/ML Ops

AmSC-hosted services for model registry, fine-tuning, and experiment tracking, hosted in AmSC infrastructure and integrable within workflows

Purpose & Use Case

AmSC services for model registry, fine-tuning and experiment tracking provided via industry-standard frameworks, including MLFlow, ClearML and Weights & Biases.

Functionality

  • MLFlow available within AmSC for experiment tracking and model catalog
  • ClearML implemented for fine-tuning and workflows (e.g., HPO) 

Current Status

Service available to AmSC Early Users only

Roadmap

MLFlow · Jul 1, 2026

MLFlow deployment

MLflow deployed with global and team-specific workspaces for model registry and experiment tracking. Available to Early Users.

Weights & Biases · Aug 1, 2026

Weights & Biases deployment

Weights & Biases deployed on seat-limited basis for model registry and experiment tracking. Available to Early Users.

ClearML · Sep 1, 2026

ClearML deployement

ClearML deployed on a seat-limited basis for model registry and experiment tracking, as well as workflows-as-a-service. Available to Early Users.