Databricks ML-PRO resources for official links, blueprint checks, study tools, and source review.
Below are the official resources for ML-PRO. Use them as the source of truth for current exam scope and Databricks platform behavior, then pair them with the local study plan, cheat sheet, faq, and glossary.
| If your misses cluster in… | Start here | Why |
|---|---|---|
| current exam facts and live scope | certification page and exam guide | gives you the current 59-question, 120-minute, 3-domain live version |
| advanced experiment tracking, versions, aliases, and lifecycle control | MLflow and model-lifecycle docs | clarifies what tracking, registered versions, and promotion really do |
| point-in-time correctness and online features | Feature Engineering docs | grounds leakage and feature-serving questions in Databricks workflow |
| drift metrics, monitor types, and alerting | Lakehouse Monitoring docs | keeps monitoring questions tied to the current Databricks capability set |
| serving endpoints, rollout strategy, and custom model deployment | Model Serving docs | separates serving behavior from model-quality or feature-quality issues |
| environment promotion and ML asset deployment | Asset Bundles docs | keeps CI/CD answers tied to Databricks-native packaging and promotion |
| SparkML pipeline behavior and transformers | Spark MLlib guide | helps when the question is really about scalable model-development fit |
| If there is a conflict between… | Trust this first |
|---|---|
| older community advice and the current exam guide | the current exam guide |
| vendor-neutral MLOps guidance and Databricks platform behavior | Databricks docs first |
| “just retrain” advice and current monitoring evidence | the actual monitoring or serving signal first |
| experiment success and governed promotion control | lifecycle and serving docs |
| If you need… | Start local | Then verify with… |
|---|---|---|
| fast deployment and monitoring tie-breaks | Cheat Sheet | serving, monitoring, or MLflow docs |
| current exam facts and wording | FAQ | certification page and exam guide PDF |
| pacing and weak-lane repair order | Study Plan | exam guide PDF |
| vocabulary cleanup before timed sets | Glossary | the exact Databricks doc lane behind the miss |