#Talk
AI to Detect the Threats Firewalls Ignore
May 2026 Hack&Beers — Invited Speaker
#Applied AI #Network Security

Invited talk on using machine learning to catch network intrusions that signature-based firewalls miss, and the adversarial-robustness challenges that come with putting an ML classifier in the security path.

#Project
Two-Tier ML-Based NIDS for Industrial IoT
#AI Safety #Adversarial ML #Federated Learning #IIoT Security

A federated edge classifier plus a centralized multiclass classifier for privacy-preserving intrusion detection in industrial IoT — 98.6% precision / 95.0% recall on a Raspberry Pi 4.