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Course Outline
Introduction to AI Threat Modeling
- What makes AI systems vulnerable?
- AI attack surface vs traditional systems
- Key attack vectors: data, model, output, and interface layers
Adversarial Attacks on AI Models
- Understanding adversarial examples and perturbation techniques
- White-box vs black-box attacks
- FGSM, PGD, and DeepFool methods
- Visualizing and crafting adversarial samples
Model Inversion and Privacy Leakage
- Inferring training data from model output
- Membership inference attacks
- Privacy risks in classification and generative models
Data Poisoning and Backdoor Injections
- How poisoned data influences model behavior
- Trigger-based backdoors and Trojan attacks
- Detection and sanitization strategies
Robustness and Defense Techniques
- Adversarial training and data augmentation
- Gradient masking and input preprocessing
- Model smoothing and regularization techniques
Privacy-Preserving AI Defenses
- Introduction to differential privacy
- Noise injection and privacy budgets
- Federated learning and secure aggregation
AI Security in Practice
- Threat-aware model evaluation and deployment
- Using ART (Adversarial Robustness Toolbox) in applied settings
- Industry case studies: real-world breaches and mitigations
Summary and Next Steps
Requirements
- An understanding of machine learning workflows and model training
- Experience with Python and common ML frameworks such as PyTorch or TensorFlow
- Familiarity with basic security or threat modeling concepts is helpful
Audience
- Machine learning engineers
- Cybersecurity analysts
- AI researchers and model validation teams
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £3800 online delivery, based on a group of 2 delegates, £1200 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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