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

Product typeBook
Published inMay 2023
PublisherPackt
ISBN-139781804619476
Edition1st Edition
Concepts
Machine Learning
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Author (1)
Rajvardhan Oak
Rajvardhan Oak
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Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
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Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

activation function 47

activation map 114

adjacency matrix 183

adversarial attacks, on intrusion detection

CICIDS2017 dataset 292

NSL-KDD dataset 291

UNB ISCX IDS 2012 dataset 292

adversarial attacks 228

robustness, developing against 228

adversarial attack strategies 222

last letter, doubling 222

vowel, doubling 223

Adversarial ML (AML) 205, 206

adversarial attacks 206, 207

adversarial tactics 207

data poisoning attacks 208

input perturbation attacks 207, 208

model inversion attacks 208

adversarial training 228

aggregator 260

alternate hypothesis (Ha) 93

alternative hypothesis (H1) 90

Analysis of Variance (ANOVA) 97

anomaly 20

anomaly detection 20-22

ANOVA tests 97, 98

apply() function 90

Area under the ROC...

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Author (1)

author image
Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
Read more about Rajvardhan Oak

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