concept:schema-contracts
Schema Contracts
Schema Contracts in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Engineering foundations
Training code is product code
The shipped model is the reloaded artifact, not the object still living in the trainer.
Engineering foundationsContainers and configuration without surprises
A container is reproducible only when its image, inputs, configuration, and outputs all have explicit identities.
Engineering foundationsObservable, idempotent, failure-safe workflows
A safe workflow makes commitment atomic and repetition uneventful.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.