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MLflow

Free

Open platform for the ML lifecycle — experiments, models, and deployment.

Open SourceAPISelf-hostedEnterprisePython SDK

Tool Info

Categories
Observability · Infrastructure
Official Website
mlflow.org
Repository
mlflow/mlflow
Official Docs

Overview

MLflow tracks experiments, packages models, and manages the ML lifecycle.

Widely used in production ML and increasingly for LLM fine-tuning.

Pricing

Free tier available
Free (open source)

Pros

  • Industry standard
  • Broad framework support
  • Self-hostable

Best For

Experiment trackingModel registryML lifecycle management

When NOT to Use

  • General ML focus
  • Less LLM-specific than LangFuse

Related Tools

LangFuse
Open-source LLM engineering platform for tracing, evals, and analytics.
Phoenix
Open-source observability for LLMs, embeddings, and retrieval.

Alternatives

LangFuse
Open-source LLM engineering platform for tracing, evals, and analytics.

Often Compared With

LangFuse
Open-source LLM engineering platform for tracing, evals, and analytics.

Compare With

Compare with LangFuse

Tags

#mlops#experiments#tracking

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