Case Study: Operationalizing an AI Feature at Scale — Roadmap Step &…
Taking a prototype AI feature through a full production hardening process
- Level: beginner
- Estimated time: 1 days
- Roadmap: LLMOps & AI Infrastructure
Before this step
Mini projects
- Design a full LLMOps stack (CI/CD, monitoring, evaluation, cost control) for a hypothetical AI feature
Study resources
- Hugging Face Documentation (Article) — Official documentation covering model serving, inference tooling and deployment for open-weight models. Background reading/viewing for: Case Study: Operationalizing an AI Feature at Scale.
- freeCodeCamp (Video) — freeCodeCamp's LLMOps courses, useful for portfolio-building projects. Relevant to: Case Study: Operationalizing an AI Feature at Scale.
Part of
- Career and Capstone — section
- LLMOps & AI Infrastructure roadmap — the full learning path