Demystifying MLOps
summary
Vetiver is an R and Python framework that turns a saved model into a versioned, deployable object using Vetiver and pins; a model board stores versions and an input prototype. Deployment produces a model-aware REST API (Plumber in R, FastAPI in Python) with a live /predict endpoint, curl examples, and local or Connect/SageMaker hosting. Monitoring computes and pins metrics, plots drift, and supports retrain or rollback; automated model cards and p-type input validation are included.
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chapters (4)
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