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Design ML Lineage and Versioning

MediumPipelines00:00
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Problem

Scenario

You're setting up ML pipelines and want a clear way to track how datasets, models, and training runs relate to each other over time. You also need a versioning approach that supports reproducibility, rollback, and auditability when inputs or pipeline definitions change.

Question

Design a lineage tracking and versioning system for datasets, models, and training pipelines.