MLflow - MLflow: Unified Platform for ML and Generative AI

MLflow Product Information

What is MLflow?

MLflow is a comprehensive, open-source MLOps platform that allows users to streamline the entire lifecycle of ML and generative AI projects in a dynamic landscape. It provides a unified platform for both traditional ML and generative AI applications, enabling users to manage end-to-end workflows from development to production. With MLflow, you can integrate with any ML library and platform, track progress during fine-tuning, package and deploy models, and securely host LLMs at scale with MLflow Deployments.

How to Use MLflow?

Get started with MLflow by accessing how-to guides, tutorials, and everything you need for running LLMs, deep learning, traditional ML, tracking, and deployment.

Core Features of MLflow

• End-to-end workflow management
• Unified platform for traditional ML and Generative AI
• Integration with any ML library and platform
• MLflow Deployments for scale hosting of LLMs

Use Cases of MLflow

• Run ML and generative AI projects to solve complex real-world challenges
• Streamline the entire lifecycle of ML and generative AI projects
• Improve generative AI quality and LLM observability with tracing
• Build applications with prompt engineering and track progress during fine-tuning
• Package and deploy models for production