Slides
Everything on this site follows the two slide decks. Open a deck beside a Part page: the slide numbers on the page are the numbers in the slide footer, and every slide section has an Open slide link.
Slide decks
| Deck | Slides | Open |
|---|---|---|
| Parts 1–3 · Machine learning for threat detection: foundations, evaluation and limits | 81 | Open in browser · PDF |
| Parts 4–6 · Security of AI systems: attacks, LLM applications and practical controls | 58 | Open in browser · PDF |
In the browser, use the arrow keys or click to step through the animations. Two exercise slides are hidden in the decks, slide 41 of Parts 1–3 and slide 38 of Parts 4–6; the footers skip those numbers and the exercises are on Part 2 and Part 6.
Where each Part starts
| Part | Slides | Open the slides | Read and practise |
|---|---|---|---|
| Opening | 1–9 of Parts 1–3 | Slide 1 | Opening |
| Part 1 · Machine-learning foundations | 10–33 | Slide 10 | Part 1 |
| Part 2 · Detection and its evaluation | 34–48 | Slide 34 | Part 2 |
| Part 3 · Limits and new capabilities | 49–81 | Slide 49 | Part 3 |
| Part 4 · Adversarial machine learning | 1–18 of Parts 4–6 | Slide 1 | Part 4 |
| Part 5 · Privacy, supply chain and LLM applications | 19–33 | Slide 19 | Part 5 |
| Part 6 · Securing AI systems in practice | 34–58 | Slide 34 | Part 6 |