Databricks Machine Learning Professional Exam Questions 2025

The Databricks Certified Machine Learning Professional certification validates your ability to perform advanced machine learning tasks using Databricks, including managing the ML lifecycle, deploying models, and monitoring for data drift or degradation.

Key Information:

• Question Format: 60 multiple-choice questions

• Duration: 120 minutes

• Delivery Method: Online proctored

• Language: English

• Exam Fee: $200 USD

• Validity: 2 years

• Recommended Experience: 1+ years of hands-on experience with Databricks Machine Learning

Exam Domains & Weightage

1. Experimentation (30%)

• Managing machine learning experiments

• Using MLflow for tracking

• Data versioning with Delta Lake

2. Model Lifecycle Management (30%)

• Versioning and staging models

• Reproducibility and governance

• Promoting models across stages (Staging, Production, Archived)

3. Model Deployment (25%)

• Real-time and batch model deployment

• Building inference pipelines

• REST endpoint exposure and logging

4. Solution and Data Monitoring (15%)

• Detecting and handling data drift

• Performance monitoring

• Model retraining and alerting mechanisms

Ideal Candidates

This certification is intended for:

• Machine Learning Engineers

• Data Scientists with experience in production ML

• MLOps Practitioners working with Databricks tools

• Professionals responsible for deploying and maintaining ML models at scale

Preparation Topics

To prepare effectively, candidates should be familiar with:

• MLflow components (Tracking, Projects, Models, Registry)

• Databricks workflows, feature engineering, and pipelines

• Delta Lake integration with machine learning

• CI/CD and automated retraining pipelines

• Monitoring model performance over time

• Handling concept drift and retraining strategies

Checkout Databricks exam here : https://skillcertpro.com/product-category/databricks/

Know more about the exam here : https://www.databricks.com/learn/certification/machine-learning-professional