← 🔁 MLOps & Lifecycle
Advanced
Eval Regression Suites and CI Gates
An eval you run once before launch is a report. An eval that runs on every prompt, tool and model change and can block a deploy is a test suite, and it is the only mechanism that stops an AI system quietly getting worse over months of small edits nobody thought were risky.
Unlock the full curriculum — ₹2,000 / $25every concept + every answer · 6 months · no auto-renew
RELATED CONCEPTS
LESSONS THAT TEACH THIS
PRACTICE THIS IN REAL QUESTIONS
MLOps & ML EngineeringHow is CI/CD for ML models different from traditional DevOps CI/CD?→ML System Design (Product)Design an evaluation framework for an ads-ranking system.→RAG & Agent System DesignWhen is an agent the wrong answer? Argue against building one.→ML Infrastructure & GPUsExplain memory coalescing and shared-memory bank conflicts. How would you fix a kernel that has both?→ML System Design (Product)Predict watch time for items in a video catalog, Netflix-style. How do you build it?→System Design & Production EngineeringIt's Friday evening at a customer site and they want a hotfix shipped now. How do you do it safely, and when do you refuse?→
