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10 Machine Learning Blueprints You Should Know for Cybersecurity

You're reading from  10 Machine Learning Blueprints You Should Know for Cybersecurity

Product type Book
Published in May 2023
Publisher Packt
ISBN-13 9781804619476
Pages 330 pages
Edition 1st Edition
Languages
Author (1):
Rajvardhan Oak Rajvardhan Oak
Profile icon Rajvardhan Oak

Table of Contents (15) Chapters

Preface Chapter 1: On Cybersecurity and Machine Learning Chapter 2: Detecting Suspicious Activity Chapter 3: Malware Detection Using Transformers and BERT Chapter 4: Detecting Fake Reviews Chapter 5: Detecting Deepfakes Chapter 6: Detecting Machine-Generated Text Chapter 7: Attributing Authorship and How to Evade It Chapter 8: Detecting Fake News with Graph Neural Networks Chapter 9: Attacking Models with Adversarial Machine Learning Chapter 10: Protecting User Privacy with Differential Privacy Chapter 11: Protecting User Privacy with Federated Machine Learning Chapter 12: Breaking into the Sec-ML Industry Index Other Books You May Enjoy

Summary

This chapter provided a comprehensive guide to breaking into the Sec-ML industry. It contains all the tools, tricks, and tips that you need to become a data scientist or ML practitioner in the domain of cybersecurity. We began by looking at a set of resources that you can leverage to study ML – both conceptually and hands-on. We also provided several references to books that will help you with the hands-on implementation of ML models in security-related fields. We also shared a question bank that contains commonly asked theory questions in data science interviews, followed by some conceptual, case study-based questions. While neither the resources nor the interview questions are exhaustive, they provide a good starting point.

Finally, the skills and knowledge you have learned so far in this book are of no use if you do not apply them to boost your portfolio. To facilitate this, four project blueprints were presented, along with helpful hints on implementation. We...

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