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
- vLLMProduction
High-throughput LLM inference server with PagedAttention
- OllamaStable
Run open-weight LLMs locally — one-command setup
- LiteLLMProduction
100+ LLM providers behind a single OpenAI-compatible API
- NVIDIA TritonProduction
NVIDIA's production model serving platform — any framework, any GPU
- BentoMLStable
Build, ship, and scale AI applications with Python
- Ray ServeStable
Scalable model serving on Ray distributed compute