Versioning Models, Prompts and Data — LLMOps & AI Infrastructure Road…
Treating every artifact as version-controlled
Steps in Versioning Models, Prompts and Data
- Versioning Prompts — beginner · Treating prompts as versioned artifacts, not throwaway strings
- Versioning Models and Model Configurations — beginner · Tracking exactly which model and settings produced a given output
- Versioning Training and Evaluation Data — beginner · Keeping data versioned alongside code and models
- Reproducibility in AI Systems — beginner · Making sure a past result can be reliably reproduced
- Change Management for AI Systems — beginner · Processes for reviewing and approving changes to prompts and models
Part of
- LLMOps & AI Infrastructure roadmap — the full learning path