Summary

In this chapter, we learned to utilize multiple services, ensuring we can monitor our resources effectively by enabling different services and learning how we can start to use the logs we gather to prevent security incidents. The first one we worked with was Azure Monitor, using Monitor alerts to make sure we can be notified about any issues. By combining the capabilities of Monitor Log Analytics and Application Insights, we can have end-to-end monitoring of our resources and our model endpoints. Additionally, by using Microsoft Defender for Cloud, we can get recommendations to implement best practices, and we can use Microsoft Sentinel for advanced threat management. Now that we have a comprehensive view of the best practices across different surface areas included in a ML project, we can combine them and see how we can build a security baseline for our Azure resources in the next chapter.