Adversarial Machine Learning

Author by : Yevgeniy Vorobeychik
Language : en
Publisher by : Morgan & Claypool Publishers
Format Available : PDF, ePub, Mobi
Total Read : 9
Total Download : 407
File Size : 43,8 Mb
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Description : The increasing abundance of large high-quality datasets, combined with significant technical advances over the last several decades have made machine learning into a major tool employed across a broad array of tasks including vision, language, finance, and security. However, success has been accompanied with important new challenges: many applications of machine learning are adversarial in nature. Some are adversarial because they are safety critical, such as autonomous driving. An adversary in these applications can be a malicious party aimed at causing congestion or accidents, or may even model unusual situations that expose vulnerabilities in the prediction engine. Other applications are adversarial because their task and/or the data they use are. For example, an important class of problems in security involves detection, such as malware, spam, and intrusion detection. The use of machine learning for detecting malicious entities creates an incentive among adversaries to evade detection by changing their behavior or the content of malicius objects they develop. The field of adversarial machine learning has emerged to study vulnerabilities of machine learning approaches in adversarial settings and to develop techniques to make learning robust to adversarial manipulation. This book provides a technical overview of this field. After reviewing machine learning concepts and approaches, as well as common use cases of these in adversarial settings, we present a general categorization of attacks on machine learning. We then address two major categories of attacks and associated defenses: decision-time attacks, in which an adversary changes the nature of instances seen by a learned model at the time of prediction in order to cause errors, and poisoning or training time attacks, in which the actual training dataset is maliciously modified. In our final chapter devoted to technical content, we discuss recent techniques for attacks on deep learning, as well as approaches for improving robustness of deep neural networks. We conclude with a discussion of several important issues in the area of adversarial learning that in our view warrant further research. Given the increasing interest in the area of adversarial machine learning, we hope this book provides readers with the tools necessary to successfully engage in research and practice of machine learning in adversarial settings.


Texas Rules Of Court 2004

Author by : West Group
Language : en
Publisher by :
Format Available : PDF, ePub, Mobi
Total Read : 9
Total Download : 544
File Size : 54,9 Mb
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Description :


Prison Rape

Author by : Michael Singer
Language : en
Publisher by : ABC-CLIO
Format Available : PDF, ePub, Mobi
Total Read : 52
Total Download : 112
File Size : 45,5 Mb
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Description : Rape is a fact of life for the incarcerated. Can American society maintain the commitment expressed in recent federal legislation to eliminate the rampant and costly sexual abuse that has been institutionalized into its system of incarceration?


The Adversary

Author by : Mark I. Bubeck
Language : en
Publisher by : Moody Publishers
Format Available : PDF, ePub, Mobi
Total Read : 82
Total Download : 103
File Size : 48,8 Mb
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Description : The battle is real, and you are involved whether you like it or not.The Bible plainly tells us that Satan schemes against us, that he wants to devour us, and that we struggle-not against the usual human enemies-but against Satan's highly organized kingdom. This battle will not go away. Ignoring it could be disastrous. But don't be afraid. Your victory is already won! No enemy-not even Satan-is strong enough to overcome the God that lives in you. Now it's your responsibility to claim the victory. Here at last is a practical handbook that has proven itself in the field of spiritual warfare. Learn the answers to such questions as: What is Satan's strategy in spiritual warfare? Can a Christian be oppressed by demons? Can demonic affliction be passed down through family lines? What are the symptoms of demonic activity in a person's life? This best-seller will help you aggressively plan your triumph by relying on the almighty and powerful Word of God.


Texas Rules Of Court 2007 Federal

Author by : West Group
Language : en
Publisher by :
Format Available : PDF, ePub, Mobi
Total Read : 12
Total Download : 547
File Size : 54,7 Mb
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Description :


The Adversary

Author by : Emmanuel Carrère
Language : en
Publisher by : Random House
Format Available : PDF, ePub, Mobi
Total Read : 71
Total Download : 206
File Size : 43,9 Mb
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Description : Selected as a Book of the Year 2017 in The Times THE SUNDAY TIMES BESTSELLER ON THE SATURDAY MORNING OF JANUARY 9, 1993, WHILE JEAN CLAUDE ROMAND WAS KILLING HIS WIFE AND CHILDREN, I WAS WITH MINE IN A PARENT-TEACHER MEETING... With these chilling first words, acclaimed master of psychological suspense, Emmanuel Carrère, begins his exploration of the double life of a respectable doctor, eighteen years of lies, five murders, and the extremes to which ordinary people can go. 'As a writer, Carrère is straight berserk; as a storyteller he is so freakishly talented, so unassuming in grace and power that you only realize the hold he's got on you when you attempt to pull away... You say: True crime and literature? I don't believe it. I say: Believe it' Junot Díaz 'Mesmerising' Sunday Telegraph 'Stunning' Evening Standard 'Unputdownable' Washington Post 'A masterpiece' New York Times


Reprisal

Author by : F. Paul Wilson
Language : en
Publisher by : Tor Books
Format Available : PDF, ePub, Mobi
Total Read : 27
Total Download : 885
File Size : 42,8 Mb
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Description : "Who am I? Why, I'm you. Or parts of you. The best parts. I'm the touch of Richard Speck, Ed Gein, John Wayne Gacy, Ted Bundy, and Bin Laden in all of you. I am the thousand tiny angers and fleeting rages of your day—at the car that cuts you off on the freeway, at the kid who sneaks ahead of you in line at the movies, at the old fart with the full basket in the eight-items-only express checkout at the supermarket. I'm the nasty glee in the name-callers and the long-suffering pain, the self-loathing, the smoldering resentment, the suppressed rage, and the never-to-be-fulfilled promises of revenge in their targets. I'm the daily business betrayals and the corporate men's room character assassinations. I'm the husband who beats his wife, the mother who scalds her child, I'm the playground beatings of your little boys, the backseat rapes of your daughters. I'm your rage toward a child molester and I'm the pederast's lust for your child, for his own child. I'm the guards' contempt for their prisoners and the prisoners' hatred for their guards, I'm the shank, I'm the truncheon, I'm the shiv. I'm the bayonet in the throat of the political dissident, the meat hook on which he is hung, the cattle prod that caresses his genitals. You've kept me alive, you've made me strong. I am you." The immortal evil defeated in The Keep and reincarnated in Reborn has come of age and begun to settle scores. He targets a few unlucky individuals for destruction now, but soon the whole world will suffer. And he will feed on our tears and our pain. At the Publisher's request, this title is being sold without Digital Rights Management Software (DRM) applied.


Choosing The Future For American Juvenile Justice

Author by : Franklin E. Zimring
Language : en
Publisher by : NYU Press
Format Available : PDF, ePub, Mobi
Total Read : 26
Total Download : 914
File Size : 45,9 Mb
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Description : This is a hopeful but complicated era for those with ambitions to reform the juvenile courts and youth-serving public institutions in the United States. As advocates plea for major reforms, many fear the public backlash in making dramatic changes. Choosing the Future for American Juvenile Justice provides a look at the recent trends in juvenile justice as well as suggestions for reforms and policy changes in the future. Should youth be treated as adults when they break the law? How can youth be deterred from crime? What factors should be considered in how youth are punished?What role should the police have in schools? This essential volume, edited by two of the leading scholars on juvenile justice, and with contributors who are among the key experts on each issue, the volume focuses on the most pressing issues of the day: the impact of neuroscience on our understanding of brain development and subsequent sentencing, the relationship of schools and the police, the issue of the school-to-prison pipeline, the impact of immigration, the privacy of juvenile records, and the need for national policies—including registration requirements--for juvenile sex offenders. Choosing the Future for American Juvenile Justice is not only a timely collection, based on the most current research, but also a forward-thinking volume that anticipates the needs for substantive and future changes in juvenile justice.


The Bible Of The Adversary 10th Anniversary Edition

Author by : Michael W Ford
Language : en
Publisher by : Lulu.com
Format Available : PDF, ePub, Mobi
Total Read : 60
Total Download : 450
File Size : 43,6 Mb
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Description : The Bible of the Adversary nAdversarial Flamei 10th Anniversary Edition is both a philosophical introduction to Luciferian Magick. Published originally in 2007, The Bible of the Adversary provided a modern unification and clarification of the Left Hand Path initiatory power recognized as nThe Adversaryi and Luciferianism. The Adversarial Flame edition presents a completely re-edited and expanded edition which begins with the 11 Points of Power and the philosophical foundations; guiding the reader into the depths of darkness and by using Will, Desire and Belief, illuminating the Black Flame or Light within. Features: Philosophy of Luciferianism from the 11 Points of Power to the Laws of Belial. Symbols and Sigils of Lucifer, Satan, Lilith, Samael and Lilith explained. Techniques of strengthening the Mind via Meditation, Discipline and focus of Will. Ceremonies and Rituals of Luciferianism which focus on Liberation, Illumination and Apotheosis.