Deploy-and-Forget Models

Kind: anti-pattern

Layer: Correctness Core

Record: lexicon:deploy-and-forget-models

Canonical: Lexicon

Deploying a model and never monitoring it, so degradation as the data drifts goes unnoticed.

Listed in Lexicon terms, after Ad-Hoc Notebook-to-Production and before Exact Keyword Search Only.

Category

• Model Architecture

Negated by

• Model Drift Monitoring

Violates

• Model Drift Monitoring

Linked from

• Model Architecture