AzureAssociate

Microsoft Certified: Machine Learning Operations Engineer Associate

AI-300

Operationalize machine learning and generative AI solutions on Azure: MLOps infrastructure and model lifecycle with Azure Machine Learning, GenAIOps infrastructure, generative AI quality assurance/observability, and generative AI system optimization with Microsoft Foundry. Successor to DP-100.

Microsoft Certified: Azure Data Scientist Associate (DP-100) is retired since 1 June 2026 — you have been redirected to the exam that replaces it.

This exam replaces Microsoft Certified: Azure Data Scientist Associate (DP-100), retired 1 June 2026.

Also on CertifyCloudx. This AI-300 question bank is the same set on our sister site certifycloudx.com, so you only need to buy it on one of the two sites.

Duration
120 min
Exam questions
—
Passing score
700 / 1000
Exam fee
Price varies by country or region
Question formats:Multiple choiceMultiple responseYes / NoYes / No statementsHot areaDrag and dropOrderingcase study
Free plan
3 free papers
Free account
Mocks locked
Pro only
Upgrade to Pro
Every paper and mock exam.
Sign in to upgrade

Start with free papers Free

You get 3 free practice papers with your plan.

Free
Mixed paper 1
Domain 1 · 25 questions
Free
Mixed paper 2
Domain 1 · 25 questions
Free
Mixed paper 3
Domain 1 · 25 questions

Domain papers 571 questions

Free
Mixed paper 1
25 questions · 60 min
Free
Mixed paper 2
25 questions · 60 min
Free
Mixed paper 3
25 questions · 60 min
Pro
Mixed paper 4
16 questions · 39 min
Pro
Mixed paper 5
15 questions · 36 min

Mock exams Pro

Full-length, exam-like practice tests. Available with Pro.

Mock exam 1
50 questions · 120 min
Mock exam 2
50 questions · 120 min
Mock exam 3
50 questions · 120 min

Try a sample question

All 10 sample questions →
Question 1Design and implement an MLOps infrastructure

Security at Relecloud requires that the Machine Learning workspace be unreachable from the public internet, that managed training compute have no public IP address, and that jobs reach only the company's own storage account and container registry. Which two actions should you take? Each correct answer presents part of the solution.

Choose 2.

  1. A.

    Enable the managed virtual network in allow-only-approved-outbound mode, add private endpoint outbound rules for the storage account and container registry, and provision compute without a public IP address.

  2. B.

    Apply a network security group to the workspace resource that denies all inbound traffic from the internet service tag.

  3. C.

    Enable the managed virtual network in allow-internet-outbound mode and rely on storage account firewall rules.

  4. D.

    Replace the workspace private endpoint with a service endpoint for Microsoft.MachineLearningServices on the subnet.

  5. E.

    Create a private endpoint for the workspace and set public network access on the workspace to disabled.

  6. F.

    Assign public IP addresses to the compute cluster nodes and restrict them with an Azure Firewall rule collection.

Show answer

Answer: A, E

Inbound isolation comes from a workspace private endpoint with public access disabled; outbound isolation comes from the managed virtual network in approved-outbound mode with private endpoint rules and no public IP compute.

  • A. Approved-outbound managed network with private endpoint outbound rules limits job egress to the named resources, and no-public-IP compute removes the public address.
  • B. Network security groups apply to subnets and network interfaces, not to a platform service such as a workspace, so this cannot be configured.
  • C. Allow-internet-outbound permits general egress and a storage firewall does nothing about compute public IP addresses.
  • D. A service endpoint keeps traffic on the backbone from a subnet but gives the workspace no private address and does not disable its public endpoint.
  • E. A private endpoint plus disabled public network access is the supported way to make the workspace reachable only from the virtual network.
  • F. Giving nodes public IP addresses contradicts the explicit requirement that managed compute have none.

What's on the exam

5 domains · 14 task statements, straight from the official exam guide (as of 2026-09-17).

  1. 1.1Create and manage resources in a Machine Learning workspace
    • Create and manage a workspace
    • Create and manage datastores
    • Create and manage compute targets
    • Configure identity and access management for workspaces
  2. 1.2Create and manage assets in a Machine Learning workspace
    • Create and manage data assets
    • Create and manage environments
    • Create and manage components
    • Share assets across workspaces by using registries
  3. 1.3Implement IaC for Machine Learning
    • Configure GitHub integration with Machine Learning to enable secure access
    • Deploy Machine Learning workspaces and resources by using Bicep and Azure CLI
    • Automate resource provisioning by using GitHub Actions workflows
    • Restrict network access to Machine Learning workspaces
    • Manage source control for machine learning projects by using Git

Outline reproduced from the vendor's public exam guide for study reference.Official guide

AI-300 practice — frequently asked questions

Are these real AI-300 exam questions?

No. Every question on CertifyAIx is original, written by us against Microsoft's publicly available AI-300 exam guide to rehearse the skills it lists. None are actual exam questions, and CertifyAIx is not affiliated with or endorsed by Microsoft.

How many AI-300 practice questions are there?

571 practice questions, including 3 full-length timed mock exams and 58 domain papers of up to 25 questions (mixed and by topic). Every question has a detailed explanation of why the right answer wins and why each distractor loses.

Is the content up to date with the current AI-300 exam guide?

The questions are written against the AI-300 exam guide dated 2026-09-17, and we revise them when Microsoft updates the guide.

What question formats are covered?

The same formats the real AI-300 uses: Multiple choice, Multiple response, Yes / No, Yes / No statements, Hot area, Drag and drop, Ordering, case study. Each is rendered and graded the way the exam does it.

How long is the AI-300 exam and how many questions does it have?

According to Microsoft's published exam details: 120 minutes, passing score 700 / 1000. Our mock exams use the same time limit and question count. Always confirm current details with Microsoft before booking.

Can I practise AI-300 for free?

Yes. 3 papers are free, with up to 10 questions a day on the free plan and no card needed. Pro unlocks every paper and mock exam with no daily limit.

Does CertifyAIx guarantee that I will pass?

No practice material can guarantee a result. CertifyAIx helps you find and close your weak areas — accuracy by exam-guide domain and topic shows what to study next.