FreeCoursesOnline Me PacktPub Securing Your AI and Machine Learning Systems Video

FreeCoursesOnline Me PacktPub Securing Your AI and Machine Learning Systems Video

Name	[FreeCoursesOnline.Me] PacktPub - Securing Your AI and Machine Learning Systems [Video]	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	809.8 MB
Total Files	46
Last Seen	2025-06-24 23:39
Hash	CA6D685C7D055D33AE3AF64957E500C083FF8422

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/1 - Machine Learning Security/
01 - The Course Overview.mp4	42.9 MB
02 - Introduction to ML Security.mp4	31.4 MB
03 - Setting Up the Environment.mp4	15.7 MB
/2 - Security Test Using Adversarial Attack/
04 - Introduction to Machine Learning Tasks.mp4	27.3 MB
05 - Attacks Against ML with Examples.mp4	7.6 MB
06 - Categories of ML Tasks and Attacks.mp4	10.4 MB
07 - Attacks on Classification and How They Work.mp4	5.7 MB
08 - Practical Example ..Adversarial Challenge.mp4	17.8 MB
/3 - Build a Threat Model and Learn Different Attacks on AI/
09 - Most Common AI Solutions and Threats.mp4	48.1 MB
10 - Confidentiality, Availability, and Integrity Attacks.mp4	5.4 MB
11 - Poisoning Attacks, Privacy, and Backdoor Attacks Theory.mp4	9.4 MB
12 - Practical Poisoning Attacks.mp4	13.5 MB
13 - Practical Privacy Attacks.mp4	15.9 MB
14 - Practical Backdoor Attacks.mp4	17.9 MB
/4 - Testing Image Classification/
15 - Building an Image Classification Task and Its Peculiarities.mp4	5.8 MB
16 - Adversarial Attacks and Their Distinctive Features.mp4	10.2 MB
17 - White-Box Adversarial with Example.mp4	9.8 MB
18 - Grey-Box Adversarial with Example.mp4	9.9 MB
19 - Black-Box Adversarial with Example.mp4	10.0 MB
/5 - Compare Various Attacks/
20 - Adversarial Attacks Metrics and White-Box Adversarial Attacks.mp4	7.7 MB
21 - BIM Attack Practical Configuration.mp4	16.9 MB
22 - CW Attack Practical Configuration.mp4	11.0 MB
23 - DeepFool Attack Practical Configuration.mp4	10.2 MB
24 - PGD Attack Practical Configuration.mp4	15.9 MB
25 - Comparing Metrics and Choosing the Best Attack.mp4	12.4 MB
/6 - Choosing the Right Defense/
26 - Introduction to Various Defense Approaches to Adversarial Attacks.mp4	7.7 MB
27 - The Current State of Defenses.mp4	2.9 MB
28 - Testing Practical Defense from Adversarial Training Category.mp4	12.4 MB
29 - Testing Practical Defence from Modified Input Category.mp4	8.7 MB
30 - Testing Practical Defence from Modified Model Category.mp4	4.6 MB
31 - Comparing Defence Approaches and Choosing the Best Defence.mp4	15.9 MB
/7 - Summary and Future Trends/
32 - Combining Everything Together.mp4	7.7 MB
33 - An Approach to Testing AI Solutions.mp4	3.1 MB
34 - Preparing the Environment.mp4	10.4 MB
35 - Importing the Models.mp4	8.4 MB
36 - Testing the Attacks.mp4	13.7 MB
37 - Choosing the Defenses.mp4	15.7 MB
38 - The Future of AI Attacks.mp4	9.4 MB
39 - Sources and Recommendations.mp4	17.3 MB
40 - Conclusions and Best Wishes.mp4	9.5 MB
/
9781838826451_Code.zip	273.7 MB
Total files 46