Model Monitoring & Drift Detection — Roadmap Step & Resources
Detecting when a deployed model's performance degrades as the world changes
- Level: advanced
- Estimated time: 2 days
- Roadmap: Machine Learning
Before this step
Interview questions
- What is data drift, and how would you detect it in a production model?
Study resources
- Introduction to Model Drift (Article) — Evidently AI's clear explanation of data drift and model degradation over time.
- Model Drift Explained (Video) — A practical explanation of detecting when a deployed model's performance degrades.
Part of
- Deploying ML Models — section
- Machine Learning roadmap — the full learning path