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Databricks Databricks-Machine-Learning-Professional Exam Syllabus Topics:

SectionWeightObjectives
ML Ops44%- Environment management with Databricks Asset Bundles
- Testing and validation strategies
- Automated retraining workflows
- Model monitoring and drift detection with Lakehouse Monitoring
Model Development44%- Scalable ML pipelines with SparkML
- Feature Store and automated feature pipelines
- Advanced MLflow usage
- Distributed training and hyperparameter tuning
Model Deployment12%- Custom model serving
- Deployment strategies
- Model rollout and version management

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Databricks Certified Machine Learning Professional Sample Questions (Q28-Q33):

NEW QUESTION # 28
After a data scientist noticed that a column was missing from a production feature set stored as a Delta table, the machine learning engineering team has been tasked with determining when the column was dropped from the feature set. Which SQL command can be used to accomplish this task?

Answer: E


NEW QUESTION # 29
Concept drift is when there is a change in which element?

Answer: D

Explanation:
Concept drift occurs when the underlying relationship between input features and the target variable changes over time. This means that even if the feature and label distributions remain stable, the way features influence the target (the predictive relationship) has shifted, leading to reduced model accuracy unless retraining occurs.


NEW QUESTION # 30
A machine learning engineer has created a webhook with the following code block:

Which of the following code blocks will trigger this webhook to run the associate job?

Answer: B


NEW QUESTION # 31
Which of the following MLflow Model Registry use cases requires the use of an HTTP Webhook?

Answer: D


NEW QUESTION # 32
Why is Apache Spark useful for machine learning training?

Answer: D

Explanation:
Spark processes large distributed datasets efficiently.


NEW QUESTION # 33
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