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

Modern security teams face a growing challenge: how to develop high-fidelity detection content that’s both actionable and resilient to evasive threats.
This talk explores the design and deployment of a robust detection engineering lab—built both on-prem and in the cloud—that enables engineers to simulate real-world attacks, validate hypotheses, and rapidly iterate on detection logic.
When we are performing investigations (threat intel, hunting, forensics, malware analysis or anything else), our path is full of pitfalls or more commonly called, “biases”. We do you day to day job, we have our tools, processes and follow playbooks but are we certain that we are not missing crucial informations?
Registration: All students who register for a 4–6 day course will be eligible to play NetWars for free. Registration for this event will be through your SANS Account Dashboard the week of the event.
About Core NetWars: The most comprehensive of the NetWars ranges, this ultimate multi-disciplinary cyber range powers up the most diverse cyber skills. This range is ideal for advancing your cybersecurity prowess in today's dynamic threat landscape. The winning team and the top five solo players from every Core NetWars tournament throughout the year are offered a chance to compete in the annual SANS Core NetWars Tournament of Champions.
Registration: All students who register for a 4–6 day course will be eligible to play NetWars for free. Registration for this event will be through your SANS Account Dashboard the week of the event.
About Core NetWars: The most comprehensive of the NetWars ranges, this ultimate multi-disciplinary cyber range powers up the most diverse cyber skills. This range is ideal for advancing your cybersecurity prowess in today's dynamic threat landscape. The winning team and the top five solo players from every Core NetWars tournament throughout the year are offered a chance to compete in the annual SANS Core NetWars Tournament of Champions.