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

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1 - Machine Learning Security/01 - The Course Overview.mp4

40.87MB

1 - Machine Learning Security/02 - Introduction to ML Security.mp4

29.93MB

1 - Machine Learning Security/03 - Setting Up the Environment.mp4

14.99MB

2 - Security Test Using Adversarial Attack/04 - Introduction to Machine Learning Tasks.mp4

26.03MB

2 - Security Test Using Adversarial Attack/05 - Attacks Against ML with Examples.mp4

7.27MB

2 - Security Test Using Adversarial Attack/06 - Categories of ML Tasks and Attacks.mp4

9.87MB

2 - Security Test Using Adversarial Attack/07 - Attacks on Classification and How They Work.mp4

5.42MB

2 - Security Test Using Adversarial Attack/08 - Practical Example ..Adversarial Challenge.mp4

17.01MB

3 - Build a Threat Model and Learn Different Attacks on AI/09 - Most Common AI Solutions and Threats.mp4

45.86MB

3 - Build a Threat Model and Learn Different Attacks on AI/10 - Confidentiality, Availability, and Integrity Attacks.mp4

5.1MB

3 - Build a Threat Model and Learn Different Attacks on AI/11 - Poisoning Attacks, Privacy, and Backdoor Attacks Theory.mp4

9MB

3 - Build a Threat Model and Learn Different Attacks on AI/12 - Practical Poisoning Attacks.mp4

12.89MB

3 - Build a Threat Model and Learn Different Attacks on AI/13 - Practical Privacy Attacks.mp4

15.19MB

3 - Build a Threat Model and Learn Different Attacks on AI/14 - Practical Backdoor Attacks.mp4

17.08MB

4 - Testing Image Classification/15 - Building an Image Classification Task and Its Peculiarities.mp4

5.53MB

4 - Testing Image Classification/16 - Adversarial Attacks and Their Distinctive Features.mp4

9.7MB

4 - Testing Image Classification/17 - White-Box Adversarial with Example.mp4

9.31MB

4 - Testing Image Classification/18 - Grey-Box Adversarial with Example.mp4

9.43MB

4 - Testing Image Classification/19 - Black-Box Adversarial with Example.mp4

9.5MB

5 - Compare Various Attacks/20 - Adversarial Attacks Metrics and White-Box Adversarial Attacks.mp4

7.32MB

5 - Compare Various Attacks/21 - BIM Attack Practical Configuration.mp4

16.08MB

5 - Compare Various Attacks/22 - CW Attack Practical Configuration.mp4

10.45MB

5 - Compare Various Attacks/23 - DeepFool Attack Practical Configuration.mp4

9.72MB

5 - Compare Various Attacks/24 - PGD Attack Practical Configuration.mp4

15.21MB

5 - Compare Various Attacks/25 - Comparing Metrics and Choosing the Best Attack.mp4

11.86MB

6 - Choosing the Right Defense/26 - Introduction to Various Defense Approaches to Adversarial Attacks.mp4

7.31MB

6 - Choosing the Right Defense/27 - The Current State of Defenses.mp4

2.73MB

6 - Choosing the Right Defense/28 - Testing Practical Defense from Adversarial Training Category.mp4

11.84MB

6 - Choosing the Right Defense/29 - Testing Practical Defence from Modified Input Category.mp4

8.33MB

6 - Choosing the Right Defense/30 - Testing Practical Defence from Modified Model Category.mp4

4.35MB

6 - Choosing the Right Defense/31 - Comparing Defence Approaches and Choosing the Best Defence.mp4

15.2MB

7 - Summary and Future Trends/32 - Combining Everything Together.mp4

7.3MB

7 - Summary and Future Trends/33 - An Approach to Testing AI Solutions.mp4

2.98MB

7 - Summary and Future Trends/34 - Preparing the Environment.mp4

9.94MB

7 - Summary and Future Trends/35 - Importing the Models.mp4

8.03MB

7 - Summary and Future Trends/36 - Testing the Attacks.mp4

13.04MB

7 - Summary and Future Trends/37 - Choosing the Defenses.mp4

15.01MB

7 - Summary and Future Trends/38 - The Future of AI Attacks.mp4

9MB

7 - Summary and Future Trends/39 - Sources and Recommendations.mp4

16.54MB

7 - Summary and Future Trends/40 - Conclusions and Best Wishes.mp4

9.03MB

9781838826451_Code.zip

261.04MB

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