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

Product type Paperback

Published in Dec 2022

Publisher Packt

ISBN-13 9781804618851

Length 450 pages

Edition 1st Edition

Languages

Python

Tools

Google cloud buildpack

Concepts

Machine Learning

Author (1):

John Paul Mueller

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Table of Contents (19) Chapters

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

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Creating real-time defenses

The previous section discussed how to use ML to augment your existing security, but it didn’t mention when the solution will kick in. A problem exists for most network administrators and the developers who support them in that most strategies are either static or reactive. A real-time defense would be proactive and dynamic because hackers aren’t going to wait until a network administrator can marshal forces formidable enough to keep them at bay. Networks can become overwhelmed by a lack of adequate real-time protection. What is really needed is real-time Detection, Analysis, and Mitigation (DAM).

Mary Mapes Dodge published the novel Hans Brinker, or The Silver Skates in 1865. The novel is the story about Hans and the silver skates he wants to win, but it also contains an interesting little side story about a Dutch boy who plugs a hole in a dam with his finger and saves his people (see https://marleenswritings.wordpress.com/2015/02/16/the...