Ensuring Compliance and Documentation for Your Azure ML Experiment | Microsoft AI-102 Exam

Choose the Right Azure Offering for Compliance and Documentation in ML Experiments

Question

You are asked to ensure the adherence to compliance of the ML experiment you are working on and ensure proper storing of the related experiment documentation.

Which Azure offering will you plan to use?

Answers

Explanations

Click on the arrows to vote for the correct answer

A. B. C. D.

Correct Answer: B.

Option A is INCORRECT.

Security center helps us to fortify infrastructure security and provides protection for workload in cloud (Azure and on-premise).

Option B is CORRECT.

Compliance Manager is a workflow-based Microsoft tool that helps us ensure compliance adherence.

Option C is INCORRECT.

Microsoft Service Trust Portal provides tools and resources related to security, compliance and privacy.

Compliance Manager is available via Microsoft Service Trust Portal.

Option D is INCORRECT.

Azure Sentinel is a cloud security offering from Azure that provides security information event management along with orchestration automated response and helps by detecting alerts and visualizing threats amongst others.

Sentinel does not monitor adherence to compliance.

References:

For ensuring adherence to compliance in an ML experiment, you need to comply with various regulations such as GDPR, HIPAA, and other industry-specific regulations. It is also important to keep proper documentation of the ML experiment to track and audit the experiment's progress and ensure compliance. To achieve these objectives, Azure offers various offerings, and we need to select the one that is best suited for the scenario.

Among the given options, the most appropriate offering for ensuring compliance adherence and proper documentation is Compliance Manager.

Compliance Manager is a service that helps organizations meet complex compliance obligations by providing pre-built assessment templates and guidance documents that help to assess and manage compliance risks. It also provides a centralized dashboard to manage compliance posture and track progress towards meeting compliance obligations.

Compliance Manager can assess compliance with various regulations such as GDPR, HIPAA, ISO, and other industry-specific regulations. It also provides a compliance score to help organizations measure their compliance posture.

In terms of proper storing of related experiment documentation, Compliance Manager provides a centralized repository to store all compliance-related documentation. It also allows you to manage access to the documentation by defining roles and permissions.

Security Center is a security management service that helps you to protect your cloud resources and workloads from cyber threats. It provides security recommendations, threat protection, and advanced security features. While it is important to ensure security in ML experiments, Security Center is not the best option for compliance adherence and storing experiment documentation.

Microsoft Service Trust Portal provides compliance-related information and certifications for Azure services. It is useful for organizations that need to comply with regulatory requirements and industry standards. However, it is not designed for assessing compliance risks, managing compliance posture, or storing experiment documentation.

Azure Sentinel is a cloud-native security information and event management (SIEM) service that provides intelligent security analytics at cloud scale. While it is important to ensure security in ML experiments, Azure Sentinel is not the best option for compliance adherence and storing experiment documentation.

In conclusion, the best option for ensuring compliance adherence and proper documentation of the ML experiment is Compliance Manager.