Exam Name: Databricks Certified Machine Learning Professional
Certification Provider: Databricks
Corresponding Certification: ML Data Scientist
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- Total Questions: 193
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Databricks Databricks-Machine-Learning-Professional Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Machine Learning Professional |
| Exam Number: | Databricks-Machine-Learning-Professional |
| Passing Score: | 70% |
| Available Languages: | English |
| Exam Price: | USD 200 |
| Related Certifications: | Databricks Certified Machine Learning Associate |
| Exam Format: | Multiple choice |
| Real Exam Qty: | 60 |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 120 minutes |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online (proctored) or Test Center |
| Pre Condition: | No formal prerequisites, but 1+ years of hands-on experience performing the machine learning tasks outlined in the exam guide is highly recommended. Recommended courses: Machine Learning at Scale and Advanced Machine Learning Operations (instructor-led or self-paced via Databricks Academy). |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/machine-learning-professional |
Databricks Databricks-Machine-Learning-Professional Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Deployment | 10% | - Deployment Strategies
|
| Model Lifecycle Management (MLOps) | 43% | - Automated Workflows
|
| Model Development | 47% | - MLflow Advanced Features
|
FAQs for Databricks Certified Machine Learning Professional Candidates
The Databricks-Machine-Learning-Professional exam leads to the ML Data Scientist certification from Databricks. It is positioned at the Professional level. The exam validates the knowledge and skills expected of candidates preparing for Databricks Certified Machine Learning Professional.
Related certifications include:
- Databricks Certified Machine Learning Associate
The Databricks-Machine-Learning-Professional exam includes 60 questions and allows 120 minutes. Before test day, divide the available time by the number of questions in a timed practice set to establish a steady per-question pace. If a difficult item starts consuming too much time, mark it for review and move forward instead of losing momentum. A full timed practice session can help you decide when to move on, when to return, and how much buffer to reserve for a final check.
The passing score for Databricks-Machine-Learning-Professional is 70%, and the official exam fee is USD 200. Because a retake requires paying the exam fee again, use timed practice results as a readiness check before scheduling your next attempt. If your performance remains inconsistent, continue reviewing weak domains and repeat a timed session before booking the exam.
No formal prerequisites, but 1+ years of hands-on experience performing the machine learning tasks outlined in the exam guide is highly recommended. Recommended courses: Machine Learning at Scale and Advanced Machine Learning Operations (instructor-led or self-paced via Databricks Academy).
Eligibility rules can change, so confirm the current requirements on the official exam page before registering.
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The current Databricks-Machine-Learning-Professional outline is organized into 3 top-level domains. The first listed areas include:
- Model Lifecycle Management (MLOps) (43%)
- Model Development (47%)
- Model Deployment (10%)
Review the Exam Topics section above for the complete outline and any nested subtopics.
Databricks Certified Machine Learning Professional Sample Questions:
A machine learning engineer is developing a recommendation system for online content. They are using the Databricks Feature Store to store features for training and inference. Which unit test should they create?
- A. Test feature transformation functions
- B. Test that Pandas DataFrame operations work as expected
- C. Test Feature Store lookup during inference
- D. Test MLflow Model Registry operations
Correct Answer: A 🗳️
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Which of the following can be used to compare the relative prevalence of specific values in a single categorical variable between two datasets or time periods?
- A. Mode
- B. Number of unique values
- C. Jensen-Shannon distance
- D. Contingency tables
Correct Answer: D 🗳️
Explanation: Only visible for Actual4dump members. You can sign-up / login (it's free).
A machine learning engineer wants to delete an active MLflow Model Registry Webhook with webhook ID webhook_id for a specific model.
They are using the following code block:
Which change does the machine learning engineer need to make to this code block so it will successfully accomplish the task?
- A. Replace DELETE with POST in the call to http_request
- B. Replace list with webhooks in the endpoint URL
- C. Replace list with delete in the endpoint URL
- D. There are no necessary changes
Correct Answer: C 🗳️
Explanation: Only visible for Actual4dump members. You can sign-up / login (it's free).
Which of the following tools can assist in real-time deployments by packaging software with its own application, tools, and libraries?
- A. None of these tools
- B. REST APIs
- C. Cloud-based compute
- D. Autoscaling clusters
- E. Containers
Correct Answer: C 🗳️
Which of the following is an obstacle related to streaming machine learning applications?
- A. All of these
- B. Out-of-order data
- C. End-to-end fault tolerance
- D. None of these
Correct Answer: A 🗳️
Explanation: Only visible for Actual4dump members. You can sign-up / login (it's free).
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