DATABRICKS-ML-ASSOCIATE: Certified Machine Learning Associate
Master the Databricks Certified Machine Learning Associate exam (1 Mar 2025 guide) - the Databricks Machine Learning platform (ML Runtime, AutoML, Feature Engineering in Unity Catalog, MLflow tracking and the Unity Catalog model registry), data processing and feature engineering, model development with Spark ML, scikit-learn and Hyperopt, and model deployment for batch, streaming and real-time inference.
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Official Exam Details
| Duration | 90 minutes |
| Questions | 48 |
| Passing Score | Not officially published (~70%) |
| Exam Cost | $200 USD |
| Testing Provider | Databricks (online or test center, proctored) |
| Validity | 2 years |
| Prerequisites | None (course attendance + 6 months hands-on machine learning experience recommended) |
| Question Types | Multiple choice |
Domain Breakdown
| Domain | Questions |
|---|---|
| Databricks Machine Learning | 95 |
| Data Processing | 47 |
| Model Development | 78 |
| Model Deployment | 30 |
Frequently Asked Questions
What is the passing score for the Certified Machine Learning Associate exam?
The passing score for Certified Machine Learning Associate (DATABRICKS-ML-ASSOCIATE) is Not officially published (~70%). Our practice exams use an 80% threshold to help you build confidence before the real test.
How long is the Certified Machine Learning Associate exam?
The official Certified Machine Learning Associate exam is 90 minutes long. You can simulate this time pressure using our Exam Mode, which includes a countdown timer and auto-submit.
How much does the Certified Machine Learning Associate exam cost?
The Certified Machine Learning Associate certification exam costs $200 USD. You can prepare with our 250-question practice exam for just $9 (1 year access) — a fraction of the real exam fee.
How many questions are on the Certified Machine Learning Associate exam?
The official Certified Machine Learning Associate exam has 48 questions. Our practice bank includes 250 exam-style questions with detailed explanations covering all 4 domains.
What are the prerequisites for Certified Machine Learning Associate?
Prerequisites for Certified Machine Learning Associate: None (course attendance + 6 months hands-on machine learning experience recommended). Our study materials are designed for all levels, with detailed explanations that build understanding from scratch.
How long is the Certified Machine Learning Associate certification valid?
The Certified Machine Learning Associate certification is valid for: 2 years. Plan your recertification early and use our practice exams to stay sharp.
Is the Certified Machine Learning Associate practice exam worth it?
Yes — our 250-question practice exam includes three study modes (Study, Exam Simulation, and Flashcards with spaced repetition), detailed explanations for every answer, adaptive question selection, and progress tracking across all 4 domains. 20 practice questions are free with no account needed. Full access is $9 for 1 year.
How do I prepare for the Certified Machine Learning Associate certification?
Start with Study Mode for instant feedback and concept learning. Switch to Exam Mode for timed practice under real conditions (90 minutes, Not officially published (~70%) to pass). Use Flashcards with spaced repetition to retain key facts long-term. Track your readiness score across all domains.