MLOps Model Lifecycle & Governance

The full data-to-retrain lifecycle, versioning discipline, approval gates, and audit-ready model cards

Learn the complete model lifecycle as a single governed pipeline, why every stage transition needs an owner and a sign-off, how to version data/code/model/environment so any prediction is reproducible months later, and what a model card documents and why regulated teams cannot ship without one.

Practice questions (6)

• Reconstruct a Denied-Loan Decision for a Regulator

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• Design a Risk-Tiered Approval Workflow

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• Find the Broken Links in a Reproducibility Chain

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• A Model Card That Missed Its Own Limitation

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• An Automated Retrain That Skipped Approval

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Quizzes (1)