Databricks Certified Machine Learning Associate

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Databricks Certified Machine Learning Associate

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The Databricks Certified Machine Learning Associate exam validates a candidate ability to build, manage, and deploy machine learning workflows on the Databricks Lakehouse Platform

90 min
70% to pass
48 bank questions
4 domains
Start the full practice examDatabricks Certified Machine Learning Associate — freshly shuffled Foundation questions, timed, with domain scoring and explanations.

Exam syllabus, organized by domain

The official Databricks blueprint, with the real weight each domain carries on test day.

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Sample Databricks Certified Machine Learning Associate exam question

Answer this question the same way you would on exam day. No sign-up needed — one random question, three tries to swap it out.

MasterML Workflows

A machine learning team must join observation data with feature tables for model training. They need to guarantee that each training example only uses feature values that existed at the event timestamp. What is the correct way to build this training dataset?

Exam facts at a glance

Every figure below comes from the certification record or from the question bank itself.

Time limit
90 minutes
Passing score
70%
Domains
4
Questions in our bank
48
Level
ASSOCIATE
Measured complexity
2.1 / 10
Question mix
16 single · 16 multi · 16 interactive

Where the hard questions actually are

We score every question in the bank 1-10 on a reproducible formula. Below is the per-domain breakdown.

Exam complexity score2.1/10Gentle · measured across 48 bank questions
  • Databricks Machine Learning18 questions · complexity 2.0/10 · Gentle

    33% multi-select · 0% scenario · 33% interactive

  • ML Workflows9 questions · complexity 2.0/10 · Gentle

    33% multi-select · 0% scenario · 33% interactive

  • Model Deployment6 questions · complexity 2.5/10 · Gentle

    33% multi-select · 17% scenario · 33% interactive

  • Model Development15 questions · complexity 2.0/10 · Gentle

    33% multi-select · 0% scenario · 33% interactive

See the full difficulty breakdown and the methodology

Read the questions before you take them

The question bank with the correct answer and a written explanation for every item.

Browse 48 Databricks Certified Machine Learning Associate questions with answers

Frequently asked questions

What you need to know before attempting the Databricks Certified Machine Learning Associate certification.

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