Databricks Certified Machine Learning Professional: Databricks-Machine-Learning-Professional Exam
"Databricks Certified Machine Learning Professional", also known as Databricks-Machine-Learning-Professional exam, is a Databricks Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 193 Q&As to your Databricks-Machine-Learning-Professional Exam preparation. In the Databricks-Machine-Learning-Professional exam resources, you will cover every field and category in ML Data Scientist Certification helping to ready you for your successful Databricks Certification.
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- Exam Code: Databricks-Machine-Learning-Professional
- Exam Name: Databricks Certified Machine Learning Professional
- Certification Provider: Databricks
- Corresponding Certification: ML Data Scientist
- Updated: Nov 01, 2026
- No. of Questions: 193 Questions & Answers with Testing Engine
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Reference: https://www.databricks.com/learn/certification/machine-learning-professional
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Databricks Certified Machine Learning Professional Sample Questions:
A Data Scientist has created a sales forecasting model, named sales-forecasting. The model is deployed to a model serving endpoint with a schema. They need to invoke this model using Python and would prefer to use a SDK function to make the request. Which method suits these requirements?
- A. Import the MLflow Deployments class and use the predict method and provide the endpoint and input parameters.
- B. Import the MLflow Deployments class and use the ai_query method and provide the endpoints and request parameters.
- C. Make an API request to the MODEL_VERSION_URI and provide the dataframe_split as the request parameter.
- D. Use the built in ai_query function and provide the endpoints and request parameters.
Correct Answer: A 🗳️
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A machine learning engineer has detected that concept drift is occurring in a production machine learning application. Which result is the impact of concept drift?
- A. The model's latency will increase
- B. The model's efficacy will increase
- C. The model's efficacy will decrease
- D. The model's latency will decrease
Correct Answer: C 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
A machine learning engineer needs a python_model to access a collection of files using its load_context operation. The collection of files being accessed by python_model.load_context needs to be saved when the model is being logged. A dictionary of the names and paths of these files is properly stored in my_dict.
The machine learning engineer has written the following incomplete block of code:
Which lines of code can be used to fill in the blank to successfully complete the code block to accomplish the task?
- A. artifacts
- B. context
- C. model_context
- D. None of these lines of code can be used to successfully complete the code block
Correct Answer: A 🗳️
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A Data Scientist has trained a regression model using Spark's MLlib to predict housing prices.
The model needs to be evaluated to determine how well it predicts on a testing dataset. The Data Scientist wants to use a standard regression metric for the evaluation. They also want to evaluate the model with the least processing overhead required. Which approach will suit their needs?
- A. Convert the testing dataset to a pandas DataFrame and use scikit-learn's root_mean_squared_error function to calculate the root mean squared error on the testing dataset.
- B. Implement a Spark UDF to calculate the root mean squared error for each row in the testing dataset and aggregate these values to obtain the overall RMSE score.
- C. Use the MLlib's RegressionEvaluator with the metricName set to rmse to calculate root mean squared error on the testing dataset.
- D. Use the MLlib's RankingEvaluator with the metricName set to rmse to calculate root mean squared error on the testing dataset.
Correct Answer: C 🗳️
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Which of the following operations in Feature Store Client fs can be used to return a Spark DataFrame of a data set associated with a Feature Store table?
- A. fs.create_table
- B. fs.get_table
- C. There is no way to accomplish this task with fs
- D. fs.read_table
- E. fs.write_table
Correct Answer: A 🗳️
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