Monitoring Model Drift in Production — Roadmap Step & Resources
Detecting when a model's real-world performance degrades over time
- Level: beginner
- Estimated time: 1 days
- Roadmap: AI Product Management
Before this step
Study resources
- a16z (Article) — A leading venture capital firm publishing widely on AI product strategy and the broader AI landscape. Background reading/viewing for: Monitoring Model Drift in Production.
- Lenny's Podcast (Video) — Interviews with AI PMs discussing how they measure AI feature quality. Relevant to: Monitoring Model Drift in Production.
Part of
- Evaluation Metrics and AI Quality — section
- AI Product Management roadmap — the full learning path