MLflow
Open-source MLOps platform — tracking, registry, and serving
Verdict
Industry standard for experiment tracking and model registry. MLflow Models lets you deploy to REST endpoint cleanly. Integrates with Databricks for enterprise scale.
Other Model Serving
- BentoMLStable
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- LiteLLMProduction
100+ LLM providers behind a single OpenAI-compatible API
- NVIDIA TritonProduction
NVIDIA's production model serving platform — any framework, any GPU
- OllamaStable
Run open-weight LLMs locally — one-command setup
- Ray ServeStable
Scalable model serving on Ray distributed compute
- TensorRT-LLMProduction
NVIDIA's optimised inference library for LLMs on GPUs