SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals


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This is a 2-hour hands-on workshop. As with any enterprise environment, we can (and should) focus on hardening our defenses to keep the adversaries out, but these defenses may some day be evaded via a variety of methods. Cloud is no different. In this workshop, which is a follow-on from the talk “Building Better Cloud Detections... By Hacking? (Azure Edition)“, we will work through the process of creating a detection that we can use as defenders to spot an adversary performing attack techniques against our Azure environments. The overall process and takeaways will be:
- Establish proper logging to detect the adversarial activity
- Perform the attack to generate the appropriate artifacts
- Review the log event data
- Create an automated process to quickly discover this activity
- Test that the automated process is working effectively by “re-attacking” the Azure account
Prerequisites: An Azure account with administrator access
System Requirements: A modern web browser


Ryan Nicholson, SANS Senior Instructor and SEC502 and SEC541 author, brings DoD and cloud security experience to help practitioners detect threats, secure modern environments, and apply defensive strategies that work in real-world operations.
Read more about Ryan Nicholson