Reading notes is one thing; sitting a timed exam is another. The Actual4Exams test engines simulate the real Databricks-Machine-Learning-Professional exam environment, so the 193 Databricks Certified Machine Learning Professional practice questions feel familiar long before test day.
Databricks Databricks-Machine-Learning-Professional Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Machine Learning Professional |
| Exam Number: | Databricks-Machine-Learning-Professional |
| Real Exam Qty: | Approximately 45–60 |
| Related Certifications: | Databricks Certified Machine Learning Associate |
| Exam Format: | Scenario-based questions, Multiple choice, Multiple select |
| Exam Duration: | 120 minutes |
| Exam Price: | $200 USD |
| Passing Score: | Not publicly disclosed |
| Certificate Validity Period: | 2 years |
| Available Languages: | English |
| Recommended Training: | Databricks Academy Machine Learning Training |
| Exam Registration: | Databricks Certification Portal |
| Sample Questions: |  |
| Exam Way: | Online proctored exam (typically delivered via Databricks certification partners such as Certiverse or Pearson VUE depending on region and current program structure) |
| Pre Condition: | Recommended experience with Databricks platform and machine learning workflows; Databricks Certified Machine Learning Associate certification is often recommended but not strictly required. |
| Official Syllabus URL: | https://www.databricks.com/learn/certification |
Databricks Databricks-Machine-Learning-Professional Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning Workflow on Databricks | - Data preparation and feature engineering
|
| MLOps, Monitoring, and Governance | - Model monitoring
|
| Machine Learning Models and Algorithms | - Unsupervised learning methods
|
| Model Deployment and Serving | - Model deployment strategies
|
| MLflow and Experiment Tracking | - Model registry
|
Common Questions About the Databricks Databricks-Machine-Learning-Professional Exam
The Databricks-Machine-Learning-Professional exam, officially known as Databricks Certified Machine Learning Professional, is the Databricks test that leads to the Databricks Certified Machine Learning Professional certification at the Professional level. Passing it validates the skills employers expect from a certified professional. It is also associated with related credentials such as Databricks Certified Machine Learning Associate.
The Databricks-Machine-Learning-Professional exam contains Approximately 45–60 questions, and you have 120 minutes to complete them. Work out your per-question pace before test day, and flag slow items instead of stalling on them — time pressure, not knowledge, sinks many first attempts. Timed mock exams in the Actual4Exams test engines are the most reliable way to build that rhythm.
The passing score for the Databricks-Machine-Learning-Professional exam is Not publicly disclosed, and the official registration fee is $200 USD. If you miss the mark, a retake means paying the full fee again, so book your seat only when you are ready. A practical benchmark: score consistently above the passing line on timed practice tests before scheduling the real exam.
Recommended experience with Databricks platform and machine learning workflows; Databricks Certified Machine Learning Associate certification is often recommended but not strictly required.
Entry requirements can change, so confirm the latest conditions on the official exam page: https://www.databricks.com/learn/certification.
You can book the Databricks-Machine-Learning-Professional exam through the official registration channels below:
Exam delivery: Online proctored exam (typically delivered via Databricks certification partners such as Certiverse or Pearson VUE depending on region and current program structure). Seats at popular test centers fill quickly, so schedule early once your preparation is on track.
Databricks recommends the following training options for Databricks Certified Machine Learning Professional candidates:
Pair any course with the 193 practice questions from Actual4Exams to measure how ready you really are before paying the exam fee.
Yes. A free PDF demo of the Databricks Certified Machine Learning Professional questions is available, so you can check the question style and answer quality before you pay. Every purchase also includes 365 days of free updates, and if the product expires you can renew the update service at a 50% discount from your member zone.
If you take the corresponding Databricks-Machine-Learning-Professional exam within 60 days of purchase and do not pass, you can apply for a full refund under the 100% Money Back Guarantee: submit a scan of your enrollment slip and your official Score Report (PDF) within 2 days of the exam date, and the claim is processed within 7 days. Attempts made within 3 days of purchase, downloads without an actual exam attempt, free materials, and expired orders are not eligible, and the candidate name must match the payer name. Prefer new material instead of a refund? You can exchange your purchase for two free products of equal value and keep the update service on your original product. As for delivery, the files are available for instant download and are also emailed to you within one minute of payment — if nothing arrives within 2 hours, contact customer service. There is no limit on how many computers you can install the product on.
The official Databricks Certified Machine Learning Professional outline is organized into 5 domains. The first three are:
- MLflow and Experiment Tracking
- MLOps, Monitoring, and Governance
- Machine Learning Models and Algorithms
See the complete exam topics section above for the full outline and the weighting of every domain.
Databricks Certified Machine Learning Professional Sample Questions:
Question 1
Which of the following is an obstacle related to streaming machine learning applications?
A. Out-of-order data
B. End-to-end fault tolerance
C. None of these
D. All of these
Question 2
A data scientist set up a machine learning pipeline to automatically log feature importance data from a CSV with each run. They now want to view the feature importance data in Databricks.
Which location in Databricks will show this data?
A. The Artifacts section of the MLflow Run page
B. The Artifacts section of the MLflow Experiment page
C. The Data section of the MLflow Run page/span>
D. The MLflow Model Registry Model page
Question 3
A machine learning engineer wants to programmatically create a new Databricks Job whose schedule depends on the result of some automated tests in a machine learning pipeline. Which Databricks tool can be used to programmatically create the Job?
A. Databricks REST APIs
B. AutoML APIs
C. MLflow Client
D. MLflow APIs
E. Jobs cannot be created programmatically
Question 4
A machine learning engineer is migrating a machine learning pipeline to use Data bricks Machine Learning. The pipeline needs to automatically refresh its model each time it runs.
They are using the following code block as part of their solution:
Assuming that this is the first time that the model is being run, which statement describes the impact of the registered_model_name=model_name parameter?
A. It avoids the need to specify the model name in the subsequent required call to mflow.register_model.
B. It registers the new version of the existing model_name model in the MLflow Model Registry.
C. It registers a new model called model_name in the MLflow Model Registry.
D. It identifies the name of the logged model in the MLflow Experiment.
Question 5
A machine learning engineer is monitoring label values for a production machine learning classification model. The engineer believes that the relative prevalence of the classes is becoming changing in more recent data. Which tool can the machine learning engineer use to assess their theory?
A. One-way Chi-squared Test
B. Two-way Chi-squared Test
C. Jenson-Shannon distance
D. Kolmogorov-Smirnov (KS) test
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: A | Question 4 Answer: C | Question 5 Answer: A |
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