AI-102 Question 65
Select 3You have deployed a Cognitive Services resource in Azure to support your AI application. To ensure optimal performance and cost management, you want to monitor the resource's usage and detect potential anomalies in the resource's activity. Which combination of tools and actions should you use?
- A
Enable diagnostic settings to send activity logs to Azure Monitor Logs for analysis.
- B
Use Application Insights to directly monitor the Cognitive Services resource metrics.
- C
Configure alerts in Azure Monitor to notify you of high API usage or throttling events.
- D
Enable Azure Advisor recommendations for the Cognitive Services resource.
- E
Use the Metrics blade in the Azure portal to track key performance indicators like API call volume and latency.
Show answer and explanation
Correct answers: A, C, E
Explanation
Monitoring an Azure AI resource, such as a Cognitive Services resource, requires a combination of tools and actions. Enabling diagnostic settings allows detailed log analysis in Azure Monitor Logs, while configuring alerts ensures proactive responses to unusual activity. The Metrics blade provides real-time visualization of resource performance. Together, these tools provide a comprehensive monitoring strategy, while options like Application Insights and Azure Advisor are less relevant or not directly applicable in this scenario.
- A. Correct.
Enabling diagnostic settings allows you to send activity logs to Azure Monitor Logs, where you can analyze detailed logs and metrics for deeper insights into resource usage and potential anomalies.
- B. Incorrect.
Application Insights is primarily used for monitoring application performance and dependencies, but it does not directly monitor Cognitive Services resource metrics.
- C. Correct.
Configuring alerts in Azure Monitor helps you proactively identify and respond to high API usage, throttling events, or other unusual behaviors that might affect your resource's performance or cost.
- D. Incorrect.
Azure Advisor provides recommendations for cost optimization, security, and operational excellence, but it is not used for monitoring Cognitive Services resource usage or detecting activity anomalies.
- E. Correct.
The Metrics blade in the Azure portal provides a visual representation of key performance indicators like API call volume and latency, which helps in monitoring the resource’s activity in real-time.