Monitoring for Drift and Model Changes — Roadmap Step & Resources
Detecting when an upstream model's behavior shifts unexpectedly
- Level: beginner
- Estimated time: 1 days
- Roadmap: LLMOps & AI Infrastructure
Before this step
Study resources
- Hugging Face Documentation (Article) — Official documentation covering model serving, inference tooling and deployment for open-weight models. Background reading/viewing for: Monitoring for Drift and Model Changes.
- Google Cloud Vertex AI Documentation (Article) — Google Cloud's official documentation on monitoring AI systems in production. Relevant to: Monitoring for Drift and Model Changes.
Part of
- Monitoring LLM Systems in Production — section
- LLMOps & AI Infrastructure roadmap — the full learning path