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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
- 1. Automate infrastructure provisioning
- 2. Use Bicep or Azure CLI to deploy resources
- Create and manage Machine Learning workspace resources and assets
- 1. Configure workspace settings and security
- 2. Manage compute targets, datastores, and environments
|
| Topic 2: Design and implement a GenAIOps infrastructure | 20–25% | - Set up Microsoft Foundry environment
- 1. Manage compute and deployment resources
- 2. Configure projects, connections, and security
- Implement infrastructure for generative AI workloads
- 1. Design scalable and secure architecture
- 2. Integrate with Azure services and tools
|
| Topic 3: Optimize generative AI systems and model performance | 15–20% | - Improve efficiency and cost-effectiveness
- 1. Manage resource utilization
- 2. Optimize inference and deployment
- Optimize model selection and configuration
- 1. Choose appropriate models and parameters
- 2. Tune prompts and generation settings
|
| Topic 4: Implement generative AI quality assurance and observability | 10–15% | - Evaluate and test generative AI applications
- 1. Define evaluation metrics and criteria
- 2. Test for safety, accuracy, and relevance
- Monitor generative AI systems
- 1. Track usage, performance, and errors
- 2. Implement logging and alerting
|
| Topic 5: Implement machine learning model lifecycle and operations | 25–30% | - Orchestrate model training and experimentation
- 1. Track experiments and metrics
- 2. Create and manage pipelines
- Monitor and maintain models in production
- 1. Monitor data and model drift
- 2. Implement retraining and update workflows
- Register, version, and package models
- 1. Manage model registry
- 2. Create reusable model packages
- Deploy models to production
- 1. Configure deployment options and scaling
- 2. Deploy to real-time and batch endpoints
|
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最新的 Microsoft Certified AI-300 免費考試真題 (Q17-Q22):
問題 #17
You create an Azure Data Lake Storage Gen2 stowage account named storage1 containing a file system named fsi and a folder named folder1.
The contents of folder1 must be accessible from jobs on compute targets in the Azure Machine Learning workspace.
You need to construct a URl to reference folder1.
How should you construct the URI? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

答案:
解題說明:

Explanation:

問題 #18
During training, pipelines occasionally fail due to schema mismatch caused by upstream data changes. You need a robust and automated solution that prevents invalid data from reaching training steps. What is the BEST approach?
- A. Ignore schema differences
- B. Add a data validation component in pipeline
- C. Use larger compute
- D. Retrain manually when failure occurs
答案:B
問題 #19
Drag and Drop Question
A team deploys a generative AI application that uses a model deployed in Microsoft Foundry. The application must support latency monitoring under production load.
You need to enable performance observability.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

答案:
解題說明:

問題 #20
A team maintains Infrastructure as Code (IaC) templates to provision Azure Machine Learning resources.
Provisioning must be triggered by changes in the templates and executed without manual intervention.
You need to automate resource provisioning.
Which action should you take for each requirement? To answer, move the appropriate actions to the correct requirements. You may use each action once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content . NOTE: Each correct selection is worth one point.

答案:
解題說明:

Explanation:
Azure Machine Learning infrastructure can be described as Infrastructure as Code using ARM templates, Bicep, or Terraform. To make provisioning fully automated, two separate concerns must be addressed. First, the trigger: a CI/CD system like GitHub Actions or Azure DevOps Pipelines must detect changes to IaC template files in the repository, configured through a branch-push or pull-request trigger. Second, the execution: the CI/CD pipeline runs the provisioning commands such as az ml workspace create or bicep deploy non-interactively using a service principal or managed identity, eliminating the need for a human to run scripts manually. Together, these two mechanisms deliver the GitOps-style automation that modern MLOps practices require, ensuring every template change automatically results in a consistent, auditable infrastructure update.
Microsoft Learn Reference Topic: Automate Azure Machine Learning with GitHub Actions - CI/CD for ML infrastructure

問題 #21
A real-time endpoint experiences sporadic latency spikes. Investigation reveals instances scale down to zero during inactivity. You need to reduce latency without significantly increasing cost.
What should you configure?
- A. Set minimum instance count
- B. Increase timeout settings
- C. Switch to batch endpoint
- D. Reduce logging
答案:A
問題 #22
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