ClearML
The Infrastructure Platform for AI Builders.
Overview
ClearML is a full-stack, open-source AI platform designed to streamline everything from infrastructure management to GenAI deployment. It provides a unified, open-source platform that integrates with existing environments, whether on-premise, in the cloud, or across hybrid architectures. ClearML simplifies AI workflows from model development and training to deployment and lifecycle management, with a focus on security, scalability, and operational efficiency. The platform consists of several modules, including experiment management, data management, orchestration, and serving.
✨ Key Features
- Experiment Management: Automatic logging of code, configurations, and results.
- MLOps Automation: CI/CD for machine learning.
- Data Management: Versioning and tracking of datasets.
- Orchestration and Scheduling: Efficiently manage and schedule GPU resources.
- Model Serving: Deploy models to production.
- GenAI App Engine: Rapidly deploy and test LLMs.
🎯 Key Differentiators
- Comprehensive open-source platform covering the entire MLOps lifecycle
- Strong focus on infrastructure management and orchestration
- Flexible deployment options (self-hosted, cloud, hybrid)
Unique Value: Provides a unified and open-source platform to streamline the entire AI workflow, from development to production, while giving organizations full control over their infrastructure.
🎯 Use Cases (5)
✅ Best For
- Accelerating and scaling AI/ML model training
- Streamlining AI workflows from development to production
💡 Check With Vendor
Verify these considerations match your specific requirements:
- Individuals who only need a simple experiment tracker without orchestration and data management
- Teams that prefer a fully managed, hands-off cloud service
🏆 Alternatives
Offers a more integrated and comprehensive solution than using multiple point solutions for different MLOps tasks, and is more flexible than closed, proprietary platforms.
💻 Platforms
✅ Offline Mode Available
🔌 Integrations
🛟 Support Options
- ✓ Email Support
- ✓ Live Chat
- ✓ Dedicated Support (Enterprise tier)
🔒 Compliance & Security
💰 Pricing
✓ 30-day free trial
Free tier: Free self-hosted open-source version and a free hosted community plan.
🔄 Similar Tools in AI Infrastructure Management
AWS SageMaker
A fully managed service that provides every developer and data scientist with the ability to build, ...
Google Vertex AI
A managed machine learning platform that allows developers and data scientists to accelerate the dep...
Azure Machine Learning
A cloud-based environment you can use to train, deploy, automate, manage, and track ML models....
Databricks
A unified data analytics platform that combines data engineering, data science, and machine learning...
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, depl...
Kubeflow
An open-source project dedicated to making deployments of machine learning workflows on Kubernetes s...