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Microsoft · Microsoft Certified: Machine Learning Operations (MLOps) Engineer Associate

AI-300 Free Learning Path

Start with 4 free learning topics for Operationalizing Machine Learning and Generative AI Solutions.

Learning topics
4 free/ 14 total
Practice questions
110 free/ 297 total

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Your free learning route

Follow the learning routeFollow the learning topics in order for the best foundation.
  1. 01
    Create and manage resources in a Machine Learning workspaceDesign and implement an MLOps infrastructure · 2 hr 20 min · 22 questions
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  2. 02
    Create and manage assets in a Machine Learning workspaceDesign and implement an MLOps infrastructure · 2 hr 25 min · 23 questions
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  3. 03
    Implement IaC for Machine LearningDesign and implement an MLOps infrastructure · 3 hr 20 min · 24 questions
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  4. 04
    Orchestrate model trainingImplement machine learning model lifecycle and operations · 5 hr 20 min · 41 questions
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Study resources

AI-300 Article Guides

Guides and study preparation resources for this certification.

Browse all AI-300 Article Guides

03 · Guide

AI-300: Securing Azure Machine Learning Access and Networks

Secure Azure Machine Learning access by designing authorization and connectivity for each request separately. Microsoft Entra ID identifies the principal; Azure role-based access control (RBAC) governs allowed resource operations.

05 · Guide

AI-300: Choosing and Comparing Training Experiments

Use a custom Azure Machine Learning training job when you need direct control of the training logic, automated machine learning (AutoML) when a supported task fits an automated search across algorithms and configurations, and a sweep when…

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