PERHAPS A GIFT VOUCHER FOR MUM?: MOTHER'S DAY

Close Notification

Your cart does not contain any items

Introduction to Machine Learning with Applications in Information Security by Mark Stamp at Abbey's Bookshop,
Introduction to Machine Learning with Applications in Information Security
— —
Mark Stamp

Introduction to Machine Learning with Applications in Information Security

Mark Stamp

$133

Hardback

Not in-store but you can order this
How long will it take?
English
Chapman & Hall/CRC
27 September 2022
Machine learning
Series: Chapman & Hall/CRC Machine Learning & Pattern Recognition
Introduction to Machine Learning with Applications in Information Security, Second Edition provides a classroom-tested introduction to a wide variety of machine learning and deep learning algorithms and techniques, reinforced via realistic applications. The book is accessible and doesn’t prove theorems, or dwell on mathematical theory. The goal is to present topics at an intuitive level, with just enough detail to clarify the underlying concepts.

The book covers core classic machine learning topics in depth, including Hidden Markov Models (HMM), Support Vector Machines (SVM), and clustering. Additional machine learning topics include k-Nearest Neighbor (k-NN), boosting, Random Forests, and Linear Discriminant Analysis (LDA). The fundamental deep learning topics of backpropagation, Convolutional Neural Networks (CNN), Multilayer Perceptrons (MLP), and Recurrent Neural Networks (RNN) are covered in depth. A broad range of advanced deep learning architectures are also presented, including Long Short-Term Memory (LSTM), Generative Adversarial Networks (GAN), Extreme Learning Machines (ELM), Residual Networks (ResNet), Deep Belief Networks (DBN), Bidirectional Encoder Representations from Transformers (BERT), and Word2Vec. Finally, several cutting-edge deep learning topics are discussed, including dropout regularization, attention, explainability, and adversarial attacks.

Most of the examples in the book are drawn from the field of information security, with many of the machine learning and deep learning applications focused on malware. The applications presented serve to demystify the topics by illustrating the use of various learning techniques in straightforward scenarios. Some of the exercises in this book require programming, and elementary computing concepts are assumed in a few of the application sections. However, anyone with a modest amount of computing experience should have no trouble with this aspect of the book.

Instructor resources, including PowerPoint slides, lecture videos, and other relevant material are provided on an accompanying website: http://www.cs.sjsu.edu/~stamp/ML/.
By:  
Imprint:   Chapman & Hall/CRC
Country of Publication:   United Kingdom
Edition:   2nd edition
Dimensions:   Height: 234mm,  Width: 156mm, 
Weight:   1.020kg
ISBN:   9781032204925
ISBN 10:   1032204923
Series:   Chapman & Hall/CRC Machine Learning & Pattern Recognition
Pages:   534
Publication Date:  
Audience:   College/higher education ,  General/trade ,  Primary ,  ELT Advanced
Format:   Hardback
Publisher's Status:   Active

Mark Stamp is a Professor at San Jose State University, and the author of two textbooks, Information Security: Principles and Practice and Applied Cryptanalysis: Breaking Ciphers in the Real World. He previously worked at the National Security Agency (NSA) for seven years, which was followed by two years at a small Silicon Valley startup company.

See Also

Introduction to Machine Learning with Applications in Information Security

Embarking on the ML Adventure

A Beginner's Roadmap to Success...

Moss Adelle Louise

Paperback

$40.95  $34.50

Not in-store but you can order this

ADD +
Introduction to Machine Learning with Applications in Information Security

Probabilistic Machine Learning for...

A Primer to the Next Generation...

Deepak K. Kanungo

Paperback

$152 

Not in-store but you can order this

ADD +
Introduction to Machine Learning with Applications in Information Security

Deep Learning for Multimedia Processing...

Volume One: Image Security and Intelligent...

Uzair Aslam Bhatti

Hardback

$210 

Not in-store but you can order this

ADD +
Introduction to Machine Learning with Applications in Information Security

Underwater Vehicle Control and Communication...

Tien Anh Tran (Vietnam Maritime...

Hardback

$242 

Not in-store but you can order this

ADD +
Introduction to Machine Learning with Applications in Information Security

Artificial Unintelligence

How Computers Misunderstand the...

Meredith Broussard (New York University)...

Paperback

$27.99 

Not in-store but you can order this

ADD +
Introduction to Machine Learning with Applications in Information Security

Inference and Learning from Data...

Volume 1: Foundations

Ali H. Sayed (École Polytechnique...

Hardback

$160.95 

Not in-store but you can order this

ADD +