concept:transform-state
Transform State
Transform State in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Data & feature foundations
Batch, stream, and training-serving parity
Use batch, stream, and training-serving parity to move the data & features production brief toward a defensible release.
Data & feature foundationsLabels, snapshots, and backfills
Use labels, snapshots, and backfills to move the data & features production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.