FreeCoursesOnline Me PacktPub - Securing Your AI and Machine Learning Systems Video

1. 1 - Machine Learning Security/01 - The Course Overview.mp440.87MB
2. 1 - Machine Learning Security/02 - Introduction to ML Security.mp429.93MB
3. 1 - Machine Learning Security/03 - Setting Up the Environment.mp414.99MB
4. 2 - Security Test Using Adversarial Attack/04 - Introduction to Machine Learning Tasks.mp426.03MB
5. 2 - Security Test Using Adversarial Attack/05 - Attacks Against ML with Examples.mp47.27MB
6. 2 - Security Test Using Adversarial Attack/06 - Categories of ML Tasks and Attacks.mp49.87MB
7. 2 - Security Test Using Adversarial Attack/07 - Attacks on Classification and How They Work.mp45.42MB
8. 2 - Security Test Using Adversarial Attack/08 - Practical Example ..Adversarial Challenge.mp417.01MB
9. 3 - Build a Threat Model and Learn Different Attacks on AI/09 - Most Common AI Solutions and Threats.mp445.86MB
10. 3 - Build a Threat Model and Learn Different Attacks on AI/10 - Confidentiality, Availability, and Integrity Attacks.mp45.1MB
11. 3 - Build a Threat Model and Learn Different Attacks on AI/11 - Poisoning Attacks, Privacy, and Backdoor Attacks Theory.mp49MB
12. 3 - Build a Threat Model and Learn Different Attacks on AI/12 - Practical Poisoning Attacks.mp412.89MB
13. 3 - Build a Threat Model and Learn Different Attacks on AI/13 - Practical Privacy Attacks.mp415.19MB
14. 3 - Build a Threat Model and Learn Different Attacks on AI/14 - Practical Backdoor Attacks.mp417.08MB
15. 4 - Testing Image Classification/15 - Building an Image Classification Task and Its Peculiarities.mp45.53MB
16. 4 - Testing Image Classification/16 - Adversarial Attacks and Their Distinctive Features.mp49.7MB
17. 4 - Testing Image Classification/17 - White-Box Adversarial with Example.mp49.31MB
18. 4 - Testing Image Classification/18 - Grey-Box Adversarial with Example.mp49.43MB
19. 4 - Testing Image Classification/19 - Black-Box Adversarial with Example.mp49.5MB
20. 5 - Compare Various Attacks/20 - Adversarial Attacks Metrics and White-Box Adversarial Attacks.mp47.32MB
21. 5 - Compare Various Attacks/21 - BIM Attack Practical Configuration.mp416.08MB
22. 5 - Compare Various Attacks/22 - CW Attack Practical Configuration.mp410.45MB
23. 5 - Compare Various Attacks/23 - DeepFool Attack Practical Configuration.mp49.72MB
24. 5 - Compare Various Attacks/24 - PGD Attack Practical Configuration.mp415.21MB
25. 5 - Compare Various Attacks/25 - Comparing Metrics and Choosing the Best Attack.mp411.86MB
26. 6 - Choosing the Right Defense/26 - Introduction to Various Defense Approaches to Adversarial Attacks.mp47.31MB
27. 6 - Choosing the Right Defense/27 - The Current State of Defenses.mp42.73MB
28. 6 - Choosing the Right Defense/28 - Testing Practical Defense from Adversarial Training Category.mp411.84MB
29. 6 - Choosing the Right Defense/29 - Testing Practical Defence from Modified Input Category.mp48.33MB
30. 6 - Choosing the Right Defense/30 - Testing Practical Defence from Modified Model Category.mp44.35MB
31. 6 - Choosing the Right Defense/31 - Comparing Defence Approaches and Choosing the Best Defence.mp415.2MB
32. 7 - Summary and Future Trends/32 - Combining Everything Together.mp47.3MB
33. 7 - Summary and Future Trends/33 - An Approach to Testing AI Solutions.mp42.98MB
34. 7 - Summary and Future Trends/34 - Preparing the Environment.mp49.94MB
35. 7 - Summary and Future Trends/35 - Importing the Models.mp48.03MB
36. 7 - Summary and Future Trends/36 - Testing the Attacks.mp413.04MB
37. 7 - Summary and Future Trends/37 - Choosing the Defenses.mp415.01MB
38. 7 - Summary and Future Trends/38 - The Future of AI Attacks.mp49MB
39. 7 - Summary and Future Trends/39 - Sources and Recommendations.mp416.54MB
40. 7 - Summary and Future Trends/40 - Conclusions and Best Wishes.mp49.03MB