concept:rag-vs-tuning
RAG Vs Tuning
RAG Vs Tuning in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Foundation-model lifecycle
Prompt, retrieve, adapt, train, or buy?
Use prompt, retrieve, adapt, train, or buy? to move the foundation models production brief toward a defensible release.
Foundation-model lifecycleCorpus provenance, mixtures, and decontamination
Use corpus provenance, mixtures, and decontamination to move the foundation models production brief toward a defensible release.
Foundation-model lifecyclePretraining objectives, scaling, and checkpoints
Use pretraining objectives, scaling, and checkpoints to move the foundation models production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.