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Machine Learning Security Principles

You're reading from   Machine Learning Security Principles Keep data, networks, users, and applications safe from prying eyes

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Product type Paperback
Published in Dec 2022
Publisher Packt
ISBN-13 9781804618851
Length 450 pages
Edition 1st Edition
Languages
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Author (1):
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John Paul Mueller John Paul Mueller
Author Profile Icon John Paul Mueller
John Paul Mueller
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Table of Contents (19) Chapters Close

Preface 1. Part 1 – Securing a Machine Learning System
2. Chapter 1: Defining Machine Learning Security FREE CHAPTER 3. Chapter 2: Mitigating Risk at Training by Validating and Maintaining Datasets 4. Chapter 3: Mitigating Inference Risk by Avoiding Adversarial Machine Learning Attacks 5. Part 2 – Creating a Secure System Using ML
6. Chapter 4: Considering the Threat Environment 7. Chapter 5: Keeping Your Network Clean 8. Chapter 6: Detecting and Analyzing Anomalies 9. Chapter 7: Dealing with Malware 10. Chapter 8: Locating Potential Fraud 11. Chapter 9: Defending against Hackers 12. Part 3 – Protecting against ML-Driven Attacks
13. Chapter 10: Considering the Ramifications of Deepfakes 14. Chapter 11: Leveraging Machine Learning for Hacking 15. Part 4 – Performing ML Tasks in an Ethical Manner
16. Chapter 12: Embracing and Incorporating Ethical Behavior 17. Index 18. Other Books You May Enjoy

Improving security and reliability

This last section is about your goal in studying hackers and their behavior and the improvement of security and reliability. Security doesn’t work when it’s too hard or too time-consuming to implement. Systems that are complex are usually unreliable. To actually improve the environment at an organization, it’s essential to limit the difficulty, complexity, and time-consuming nature of the solution. If you were to implement every idea in this book, you’d do nothing but spend your days managing the security of your system. The idea is to use the hacker information in this chapter to tailor a solution that meets your organization’s needs.

Behavior monitoring is the key to ending the constant struggle to build the walls of your organization’s security infrastructure higher, only to see hackers cresting over the top. Building higher walls is proven not to work well, at least, not for very long, so you need a...

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