concept:dependency-locks
Dependency Locks
Dependency Locks in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Engineering foundations
From notebook to reproducible run
A reproducible result is a result whose complete input identity can be replayed.
Engineering foundationsContracts 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.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.