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

Drawing on a wide and rich array of sources, this book explores the nature and extent of Dutch trade and commerce in the Rio de la Plata during three decades of the least-studied century (1650-1750) of Spain's rule in the Americas. In doing so, it raises important questions about trade in colonial South America and how it was impacted by the Dutch, suggesting that these transactions were carried out within the confines of the law, contradicting common beliefs among scholars that this trading was not regulated. The book contributes to a growing literature on contraband trade, administration, networks, and corruption while challenging narratives of exclusively Spanish influence on the Americas.

New digital technologies, from AI-fired 'legal tech' tools to virtual proceedings, are transforming the legal system. But much of the debate surrounding legal tech has zoomed out to a nebulous future of 'robo-judges' and 'robo-lawyers.' This volume is an antidote. Zeroing in on the near- to medium-term, it provides a concrete, empirically minded synthesis of the impact of new digital technologies on litigation and access to justice. How far and fast can legal tech advance given regulatory, organizational, and technological constraints? How will new technologies affect lawyers and litigants, and how should procedural rules adapt? How can technology expand - or curtail - access to justice? And how must judicial administration change to promote healthy technological development and open courthouse doors for all? By engaging these essential questions, this volume helps to map the opportunities and the perils of a rapidly digitizing legal system - and provides grounded advice for a sensible path forward.

"The Iron Lady," the definitive Margaret Thatcher biography, is available just in time for the movie starring Meryl Streep as one of the most infamous figures in postwar politics.

Whether you love her or hate her, Margaret Thatcher's impact on twentieth-century history is undeniable. From her humble, small-town upbringing to her rise to power as the United Kingdom's first female prime minister, to her dramatic fall from grace after more than three decades of service, celebrated biographer John Campbell delves into the story of this fascinating woman's life as no one has before. The result of more than nine years of meticulous research, "The Iron Lady" is the only balanced, unvarnished portrait of Margaret Thatcher, one of the most vital and controversial political figures of our time.

"In this clearly written volume, Hawke provides enlightening and colorful descriptions of early Colonial Americans and debunks many widely held assumptions about 17th century settlers."--Publishers Weekly

A Review of Ethical Issue Considerations in the Information Systems Research Literature summarizes the treatment of ethical considerations that have been made by information systems researchers. When examined in this fashion, one finds that information systems research over the years that incorporates an ethical perspective has transitioned from a focus on codes of ethics and general notions of behavior to more sophisticated models of piracy, privacy, and security. There has been a steady focus on theory development over the last ten years, as well as constant scrutiny on the obligations of information system researchers to both the subjects of studies and the consumers of the research results. The monograph begins with a brief introduction and review of major ethical theories. This is followed by the category summaries, which are listed in alphabetical order to enable a reader to jump to a specific topic. The last sections address future research opportunities and the conclusions drawn.