Exam Name: Operationalizing Machine Learning and Generative AI Solutions
Certification Provider: Microsoft
Corresponding Certification: Microsoft Certified
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Instant Download AI-300 Exam Dumps : Operationalizing Machine Learning and Generative AI Solutions
Updated: Oct 07, 2026
No. of Questions: 189 Questions & Answers with Testing Engine
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Microsoft AI-300 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Design and implement an MLOps infrastructure | 15–20% | - Implement infrastructure as code for Machine Learning
|
| Topic 2: Implement generative AI quality assurance and observability | 10–15% | - Evaluate and test generative AI applications
|
| Topic 3: Optimize generative AI systems and model performance | 15–20% | - Improve efficiency and cost-effectiveness
|
| Topic 4: Design and implement a GenAIOps infrastructure | 20–25% | - Implement infrastructure for generative AI workloads
|
| Topic 5: Implement machine learning model lifecycle and operations | 25–30% | - Deploy models to production
|
Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:
You create an Azure Machine Learning workspace.
You must use the Python SDK v2 to implement an experiment from a Jupyter notebook in the workspace. The experiment must log string metrics. You need to implement the method to log the string metrics. Which method should you use?
- A. mlflow.log.dict()
- B. mlflowlog_metrk()
- C. mlflow.log text()
- D. mlflow.log_artifact()
Correct Answer: C 🗳️
You create a workspace by using Azure Machine Learning Studio.
You must run a Python SDK v2 notebook in the workspace by using Azure Machine Learning Studio.
You need to reset the state of the notebook.
Which three actions should you use? Each correct answer presents a complete solution.
- A. Stop the current kernel.
- B. Change the current kernel.
- C. Navigate to another section of the workspace.
- D. Change the compute.
- E. Reset the compute.
Correct Answer: B,D,E 🗳️
Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).
You train and publish a machine teaming model.
You need to run a pipeline that retrains the model based on a trigger from an external system.
What should you configure?
- A. Azure Batch
- B. Azure Data Catalog
- C. Azure logic App
Correct Answer: C 🗳️
You need to standardize how Fabrikam Inc. manages machine learning assets.
Which action should you perform first?
- A. Deploy a managed online endpoint.
- B. Register assets in the Azure Machine Learning registry.
- C. Create a new Microsoft Foundry project.
- D. Create a shared Azure Machine Learning workspace.
Correct Answer: D 🗳️
Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).
you create an Azure Machine learning workspace named workspace1. The workspace contains a Python SOK v2 notebook mat uses Mallow to correct model coaxing men's anal arracks from your local computer.
Vou must reuse the notebook to run on Azure Machine I earning compute instance m workspace.
You need to comminute to log training and artifacts from your data science code.
What should you do?
- A. Log in to workspace1.
- B. Instantiate the MLClient class.
- C. Configure the tracking URL.
- D. Instantiate the job class.
Correct Answer: C 🗳️
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