Machine Learning and Security: Protecting Systems with Data and Algorithms - Tapa blanda

Chio, Clarence; Freeman, David

 
9781491979907: Machine Learning and Security: Protecting Systems with Data and Algorithms
Tapa blanda
ISBN 10: 1491979909 ISBN 13: 9781491979907
Editorial: O'Reilly Media, 2018

Sinopsis

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

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Clarence Chio has a B.S. and M.S. in Computer Science from Stanford, specializing in data mining and artificial intelligence. He has spoken on machine learning and/or security at DEF CON and 11 other infosec/software engineering conferences in 8 countries between 2015 and 2016. He had been a community speaker with Intel, and a security consultant for Oracle. Clarence currently works as a Security Research Engineer at Shape Security, building a product that protects high valued web assets from automated attacks. He is also the founder and organizer of the "Data Mining for Cyber Security" meetup group, the largest gathering of security data scientists in the San Francisco Bay Area.David Freeman is head of Anti-Abuse Relevance at LinkedIn, where he leads a team of machine learning engineers charged with detecting and preventing fraud and abuse across the LinkedIn site and ecosystem. He has a Ph.D. in mathematics from UC Berkeley and did postdoctoral research in cryptography and security at CWI and Stanford University.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
O'Reilly Media
Año de publicación
2018
Idioma
Inglés
ISBN 10 
1491979909
ISBN 13 
9781491979907
Encuadernación
Tapa blanda
Número de páginas
383
Contacto del fabricante
O'Reilly
https://oreilly.com

1005 Gravenstein Highway North
Sebastopol
CA
95472
Estados Unidos de America
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9789352136933: MACHINE LEARNING & SECURITY PROTECTING SYSTEMS WITH DATA [Paperback] [Jan 01, 2017] CHIO

Edición Destacada

ISBN 10:  9352136934 ISBN 13:  9789352136933
Tapa blanda