concept:tokenizer-fertility
Tokenizer Fertility
Tokenizer Fertility in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Foundation-model lifecycle
SFT, preference optimization, safety, and tools
Use sft, preference optimization, safety, and tools to move the foundation models production brief toward a defensible release.
Foundation-model lifecycleEvals, model cards, feedback, and reproducibility
Use evals, model cards, feedback, and reproducibility to move the foundation models production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.