Practical, expert-led sessions on trustworthy AI, machine learning and cybersecurity, designed for universities, research teams and industry. Each workshop can be delivered as a keynote, a half-day session, a multi-day bootcamp, or a semester module, and tailored to your audience's level.
Build and evaluate deep-learning models that detect and classify network intrusions in real time.
Explainability, fairness, calibrated uncertainty and robustness for AI in high-stakes settings.
Differential privacy, secure aggregation and federated training across sensitive, multi-site data.
Evaluation protocols, assurance cases, auditing and policy frameworks for responsible AI.
Attack taxonomies, model evasion and poisoning, and practical defence mechanisms for ML systems.
Privacy-preserving diagnostics, robustness under distribution shift, and clinical AI assurance.
Reconnaissance, threat intelligence and defensive foundations using industry-standard tooling.
Vulnerability analysis and exploitation with Metasploit, Exploit-DB and hands-on lab platforms.
Building an information-security management system and meeting healthcare data-protection standards.
A step-by-step, project-based path from fundamentals to applied machine learning, with 10 free Colab notebooks.
Foundational architecture and OS concepts every security practitioner should master.
From problem framing to Q1 submission, paired with my Academic Accelerator Suite toolkit.
A guided walkthrough of my curated toolkit for the full research journey: literature discovery, writing, journal selection, data analysis, visibility and ethics.
Ten free, runnable Google Colab notebooks from ML fundamentals to detecting malicious network traffic.
A complete video series taking you from data preparation to trained deep-learning intrusion-detection models.
A foundational lecture series covering the architecture and OS concepts that underpin systems security.
60 to 90 minutes, ideal for conferences, faculty seminars and awareness sessions.
One to three days of guided labs with datasets, notebooks and take-home exercises.
A full university module with lectures, assessments and supervised mini-projects.
Share your audience, level and preferred format, and I'll propose a tailored workshop or training track.
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