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
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
In 1796, the mouth of the Cuyahoga River was designated as the port of entry for the Ohio frontier. Nearing its 200th anniversary, this study chronicles the challenges, struggles and politics of establishing and maintaining the major port. Its future challenges are also outlined.
A. C. Scott's first visit to China in 1946 marked the beginning of a personal involvement with that nation's people and culture that would prove singular in its intensity, intimacy, and joy. Now, more than three decades later, an eminent Western authority on Asian theatre looks back on those early years of discovery in a memoir that is at once compelling drama and vividly etched history. This is an explorer's impressions of a world which few foreigners have ever seen and a scholar's unique depiction of pre-liberation China, its society, customs, and theatre, before the final curtain fell. For anyone interested in Chinese culture, history, or drama, or intrigued by the increasingly rare genre of travelogue, Scott's achievement will prove both enjoyable and invaluable.
This is the definitive work on Nostradamus and how his predictions relate to known historical fact. Within these pages the secret order of the quatrains is revealed as well as the codes the prophet used to describe a future that he had no known way to predict. The writings of Nostradamus were far more exact and telling than we have, up till now, imagined. This work not only illustrate this but will prove useful to anybody wishing to interpret the works pertaining to the future. By providing a Rosetta Stone for the predictions of Nostradamus, this work will remove the mysteries of both our past and future.
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