Training Course Professional

Advanced AI Penetration Testing

Evaluating quantum-enhanced attack tooling and AI offensive capabilities for defence security teams.

Half day (4 hours)
Certificate on completion

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Qrypto Cyber
Eclypses
Arqit
QuantBond
Krown
Applied Quantum
Quantum Bitcoin
Venari Security
QuStream
BHO Legal
Census
QSP
IONQ - ID Quantique
Patero
Entopya
Belden
Atlant3D
Zenith Studio
Qudef
Aries Partners
GQI
Upperside Conferences
Austrade
Arrise Innovations
CyberRST
Triarii Research
QSysteme
WizzWang
DeepTech DAO
Xyberteq
Viavi
Entrust
Qsentinel
Nokia
Gopher Security
Quside
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Global Quantum Intelligence

Course Overview

For red team leads and AI security architects. Covers quantum-accelerated attack vectors against defence AI systems, adversarial machine learning under quantum threat, and defensive hardening frameworks for ML inference pipelines.

Curriculum

Course content is structured into sessions below. Each session is configurable to your organisation's environment, threat model, and objectives.

# Session Topics
1 Quantum-Era Threat Landscape for AI Systems How quantum computing changes the adversarial calculus
2 Quantum-Accelerated Attack Vectors Where quantum algorithms intersect with offensive AI
  • Grover-accelerated brute-force attacks on model parameters and API keys
  • Quantum sampling for adversarial example generation (Harrow-Hassidim-Lloyd algorithm)
  • Quantum-enhanced side-channel attacks against ML inference pipelines
Break
3 Adversarial Machine Learning in a Quantum Context Model poisoning, evasion, and extraction under quantum threat
  • Data poisoning resilience: how quantum search affects backdoor injection detection
  • Evasion attacks: quantum-generated adversarial perturbations versus classical FGSM/PGD
  • Model extraction: quantum speedups for gradient-free black-box attacks
4 Interactive Demonstration Quantum-enhanced red team simulation
  • Facilitator-led demonstration of quantum-accelerated password and key recovery
  • Adversarial example generation pipeline: classical versus quantum-enhanced comparison
  • Interpreting results and assessing real-world impact on deployed defence AI systems
Break
5 Defensive Frameworks for Quantum-Era AI Systems Hardening AI deployments against quantum-capable adversaries
  • PQC integration for ML model serving infrastructure (TLS, API authentication, model signing)
  • Quantum-resistant model watermarking and integrity verification
  • MITRE ATLAS framework mapping: quantum threat additions to adversarial ML taxonomy
6 Q&A and Red Team Planning

Designed and Delivered By

Training courses are designed and delivered by QSECDEF in collaboration with subject specialists. All instructors have direct experience in quantum technologies and security.

QD

Quantum Security Defence

Course design and delivery

QSECDEF brings expertise in post-quantum cryptography, quantum computing strategy, and defence-grade security assessment. Our membership spans 900+ organisations and 1,500+ professionals working at the intersection of quantum technologies and critical infrastructure security.

Enquire About This Course

Get in touch to discuss scheduling, group pricing, and how this course can be configured to your organisation's needs.

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