concept:immutable-data-snapshots
Immutable Data Snapshots
Immutable Data Snapshots in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Engineering foundations
From notebook to reproducible run
Use from notebook to reproducible run to move the engineering foundations production brief toward a defensible release.
Engineering foundationsContracts before models
Use contracts before models to move the engineering foundations production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.