EAN: 9781491979907

MACHINE LEARNING AND SECURITY - CLARENCE CHIO D...

Can machine learning techniques solve our computer security problems and finally put an end to
the cat-and-mouse game between attackers and defenders? Or is this hope merely hype? Now you
can dive into the science and answer this question for yourself. With this practical guide 
you'll explore ways to apply machine learning to security issues such as intrusion detection 
malware classification  and network analysis. Machine learning and security specialists
Clarence Chio and David Freeman provide a framework for discussing the marriage of these two
fields  as well as a toolkit of machine-learning algorithms that you can apply to an array of
security problems. This book is ideal for security engineers and data scientists alike. Learn
how machine learning has contributed to the success of modern spam filters Quickly detect
anomalies  including breaches  fraud  and impending system failure Conduct malware analysis by
extracting useful information from computer binaries Uncover attackers within the network by
finding patterns inside datasets Examine how attackers exploit consumer-facing websites and app
functionality Translate your machine learning algorithms from the lab to production Understand
the threat attackers pose to machine learning solutions

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