Azure · Associate certification

Microsoft Certified: Machine Learning Operations Engineer Associate practice questions and study topics

Exam code: AI-300

Practise for the Microsoft Certified: Machine Learning Operations Engineer Associate exam with questions, explanations and study notes.

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Exam details

Official exam duration
120 minutes
Official question count
Varies / not published
Official passing score
700/1000 scaled
Practice questions
100 questions across two practice tests
Exam fee
See provider for regional pricing

Exam topics

  • Design and implement an MLOps infrastructure 15-20%
  • Implement machine learning model lifecycle and operations 25-30%
  • Design and implement a GenAIOps infrastructure 20-25%
  • Implement generative AI quality assurance and observability 10-15%
  • Optimize generative AI systems and model performance 10-15%

Practice format

Practice includes questions, explanations, and two mock tests. Interactive tasks and provider labs are not simulated.

Published exam question formats: May include interactive components; exact question types are not disclosed.

Study notes and exam details

  • Reference: English exam guide updated October 15, 2026. The guide does not state a separate skills-effective date or numeric edition; numeric coverage IDs are editorial.
  • The current credential page publishes 120 minutes and possible interactive components. Practice uses choice questions and does not simulate labs or interactive tasks.
  • 50 questions is an internal practice default; no AI-300-specific count is published on the retrieved pages. Prices depend on the proctored country or region.
  • The official passing score is 700 (scaled score).
  • The guide includes embedding model selection and fine-tuning. Customization support varies by model and hosting option; this is not a claim that Azure OpenAI text-embedding deployments support fine-tuning. Re-embed the corpus when changing its representation and validate retrieval.

Official references

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