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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

Considering the Threat Environment

Chapter 2 considered threats to your data, while Chapter 3 considered threats to your application and model. This chapter considers the threats to your environment as a whole and divides environments into two parts: business and consumer. Business threats focus on the ability to earn money, serve clients, provide a useful infrastructure, and address business requirements (such as accounting and meeting legal needs). Consumer threats focus on communication between individuals, entertainment, buying products, and addressing personal needs (such as interacting with government entities or making appointments with your doctor).

(And, yes, you need to worry about the consumer element because your users will always incorporate consumer elements into the business environment.)

The previous chapters examined parts of the whole to make the threats easier to see and understand. This chapter is an introduction to the whole picture, of how things work together...

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