AI-Augmented Defense roadmap

Use AI, LLMs, and machine learning to detect threats, triage alerts, hunt, and automate the SOC. Pair SOC and detection fundamentals with practical data science; learn where models help and where they mislead.

3 courses8 resourcesSOC analyst

Step-by-step path

  1. Python, security data wrangling, and ML basics
  2. Anomaly detection, classification, and behavioral models for alerts
  3. AI copilots and SOAR to automate triage, hunting, and response
  4. Build a portfolio artifact and publish a short writeup.