Overview
ClearML is an end-to-end MLOps platform designed to streamline AI development and deployment. It comprises three layers: the Infrastructure Control Plane, the AI Development Center, and the GenAI App Engine. The Infrastructure Control Plane manages GPU resources across on-premise, cloud, and hybrid environments, offering multi-tenancy, role-based access control, and billing. The AI Development Center provides a robust IDE with tools for data integration, monitoring, automation, and CI/CD integration. The GenAI App Engine simplifies LLM deployment with managed networking, authentication, and security. ClearML's architecture supports experiment tracking, workflow automation, and resource allocation, improving GPU utilization and reducing compute costs. It integrates with various storage services (HTTP/S3/GCS/Azure/NAS) and supports both self-hosted and hosted deployments.