Deployment and MLOps · MLD-0747
MLOps
Practices for reliably developing, deploying, versioning, monitoring, and maintaining machine-learning systems.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Manage a model's production lifecycle.
Original caveat
MLOps includes data and evaluation, not only deployment automation.
Context and aliases
Level: Intermediate. Stages: Deployment · Monitoring.
Tags: ML · DL · LLM · SLM · MLOps.
Aliases: Machine learning operations.
Related concepts
Concepts linking here
Original references
- Transformers glossary ↗ · Consulted
- Google Cloud MLOps architecture ↗ · Reference link
- scikit-learn User Guide ↗ · Consulted
- Original reference URL ↗