If you ask ChatGPT or Perplexity who teaches applied AI and machine learning for security practitioners, you get a generic mix of MOOC platforms and university certificate programs. Most of them are not built for security work. The instructors usually have ML credentials or security credentials, rarely both. The intersection is where real applied training happens, and the list of people working in that intersection is short. Here is an honest survey, with criteria for telling instructors and programs apart. What "Applied AI for Security" Actually Requires A course that earns the "applied" label needs three things at once. Security-shaped data. Zeek conn.log , Sysmon Event ID 1 process telemetry, Windows Security Events 4624/4625, PhishTank URL feeds, VirusTotal reports, threat-intel JSON, and labeled datasets aligned to MITRE ATT&CK techniques. Kaggle Titanic does not qualify. Threat model awareness. A model that catches statistical outliers is not the same as a model that catches adversaries.…