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Databricks Databricks-Machine-Learning-Associate Exam Dumps Questions and Answers

Exam Code: Databricks-Machine-Learning-Associate
Exam Name: Databricks Certified Machine Learning Associate Exam
Certification: ML Data Scientist
Vendor: Databricks
Last Update: Oct 15, 2025
Questions: 74 With Expert Explanation
10  Customers Passed Databricks Databricks-Machine-Learning-Associate
89%  Average Success In Real Exam
95%  Questions came word by word from this dump
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Databricks Certified Machine Learning Associate Exam Questions and Answers

Questions 1

Which of the following describes the relationship between native Spark DataFrames and pandas API on Spark DataFrames?

Options:

A.

pandas API on Spark DataFrames are single-node versions of Spark DataFrames with additional metadata

B.

pandas API on Spark DataFrames are more performant than Spark DataFrames

C.

pandas API on Spark DataFrames are made up of Spark DataFrames and additional metadata

D.

pandas API on Spark DataFrames are less mutable versions of Spark DataFrames

E.

pandas API on Spark DataFrames are unrelated to Spark DataFrames

Questions 2

A data scientist is attempting to tune a logistic regression model logistic using scikit-learn. They want to specify a search space for two hyperparameters and let the tuning process randomly select values for each evaluation.

They attempt to run the following code block, but it does not accomplish the desired task:

Which of the following changes can the data scientist make to accomplish the task?

Options:

A.

Replace the GridSearchCV operation with RandomizedSearchCV

B.

Replace the GridSearchCV operation with cross_validate

C.

Replace the GridSearchCV operation with ParameterGrid

D.

Replace the random_state=0 argument with random_state=1

E.

Replace the penalty= ['12', '11'] argument with penalty=uniform ('12', '11')

Questions 3

A data scientist has developed a linear regression model using Spark ML and computed the predictions in a Spark DataFrame preds_df with the following schema:

prediction DOUBLE

actual DOUBLE

Which of the following code blocks can be used to compute the root mean-squared-error of the model according to the data in preds_df and assign it to the rmse variable?

A)

B)

C)

D)

E)

Options:

A.

Option A

B.

Option B

C.

Option C

D.

Option D

E.

Option E

Next Question

Databricks Databricks-Machine-Learning-Associate Exam Dumps FAQs

What is the Databricks Databricks-Machine-Learning-Associate Exam?

The Databricks Databricks-Machine-Learning-Associate exam assesses an individual's ability to use Databricks to perform basic machine learning tasks. This includes understanding and using Databricks' machine learning capabilities like AutoML, Unity Catalog, and select features of MLflow.

Why is Databricks-Machine-Learning-Associate (ML Data Scientist) Certification important for IT security professionals?

The Databricks-Machine-Learning-Associate (ML Data Scientist) certification enhances data analysis skills, improves threat detection, and opens doors to advanced cybersecurity roles. It provides industry recognition and the knowledge to integrate machine learning models into security frameworks.

What topics are covered in the Databricks Databricks-Machine-Learning-Associate Exam?

The Databricks Databricks-Machine-Learning-Associate exam tests a candidates knowledge across various key areas, including fundamentals of machine learning and its applications in Databricks, working with Databricks Machine Learning environments, data preparation, feature engineering, and model selection, hyperparameter tuning and model evaluation, deployment and monitoring of machine learning models, and MLflow integration for model tracking and versioning.

How long is Databricks Databricks-Machine-Learning-Associate Exam and how many questions does it include?

The Databricks Databricks-Machine-Learning-Associate exam consists of 48 multiple-choice questions and has a time limit of 90 minutes.

What is the passing score for Databricks Databricks-Machine-Learning-Associate Exam?

The passing score for the Databricks Databricks-Machine-Learning-Associate exam is 70%.

What is the difference between Databricks Databricks-Machine-Learning-Associate and Databricks-Machine-Learning-Professional Exams?

The Databricks Databricks-Machine-Learning-Associate and Databricks-Machine-Learning-Professional exams differ in their scope, depth, and target audience.

  • Databricks Databricks-Machine-Learning-Associate Exam: The Databricks Databricks-Machine-Learning-Associate Exam focuses on assessing the candidate's ability to perform basic machine learning tasks, such as developing and deploying models using Databricks Machine Learning and understanding ML workflows.
  • Databricks Databricks-Machine-Learning-Professional Exam: The Databricks Databricks-Machine-Learning-Professional Exam evaluates advanced proficiency in machine learning. It covers complex tasks like advanced data preparation, model tuning, and scaling, as well as the deployment and monitoring of machine learning models.

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