concept:run-manifests
Run Manifests
Run Manifests in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Engineering foundations
Contracts before models
Contracts keep bad meaning from becoming good-looking features.
Engineering foundationsTraining 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.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.