Encyclopedia · 176 concepts

MLOps & Infrastructure · intermediate · concept 136 of 176

MLOps (ML Operations)

The practice of deploying, monitoring, and maintaining ML models in production. Combines ML, DevOps, and data engineering. The difference between a notebook prototype and a reliable production system. CI/CD carries over from software engineering: every model change flows through automated test, build, and deploy stages. LLMOps is the same discipline rebuilt around LLM apps, where prompts and evals become the artifacts under version control.

Key terms

CI/CD for MLModel registryFeature storeA/B testingMonitoringLLMOps

Videos

What is MLOps?

IBM Technology · YouTube