With the resurgence of neural networks in the 2010s, deep learning has become essential for machine learning practitioners and even many software engineers. This book provides a comprehensive introduction for data scientists and software engineers with machine learning experience. You’ll start with deep learning basics and move quickly to the details of important advanced architectures, implementing everything from scratch along the way. Author Seth Weidman shows you how neural networks work using a first principles approach. You’ll learn how to apply multilayer neural networks, convolutional neural networks, and recurrent neural networks from the ground up. With a thorough understanding of how neural networks work mathematically, computationally, and conceptually, you’ll be set up for success on all future deep learning projects. This book provides: Extremely clear and thorough mental models—accompanied by working code examples and mathematical explanations—for understanding neural networks Methods for implementing multilayer neural networks from scratch, using an easy-to-understand object-oriented framework Working implementations and clear-cut explanations of convolutional and recurrent neural networks Implementation of these neural network concepts using the popular PyTorch framework
With the resurgence of neural networks in the 2010s, deep learning has become essential for machine learning practitioners and even many software engineers. This book provides a comprehensive introduction for data scientists and software engineers with machine learning experience. You’ll start with deep learning basics and move quickly to the details of important advanced architectures, implementing everything from scratch along the way. Author Seth Weidman shows you how neural networks work using a first principles approach. You’ll learn how to apply multilayer neural networks, convolutional neural networks, and recurrent neural networks from the ground up. With a thorough understanding of how neural networks work mathematically, computationally, and conceptually, you’ll be set up for success on all future deep learning projects. This book provides: Extremely clear and thorough mental models—accompanied by working code examples and mathematical explanations—for understanding neural networks Methods for implementing multilayer neural networks from scratch, using an easy-to-understand object-oriented framework Working implementations and clear-cut explanations of convolutional and recurrent neural networks Implementation of these neural network concepts using the popular PyTorch framework
One of America's great miscarriages of justice, the Supreme Court's infamous 1927 Buck v. Bell ruling made government sterilization of "undesirable" citizens the law of the land New York Times bestselling author Adam Cohen tells the story in Imbeciles of one of the darkest moments in the American legal tradition: the Supreme Court's decision to champion eugenic sterilization for the greater good of the country. In 1927, when the nation was caught up in eugenic fervor, the justices allowed Virginia to sterilize Carrie Buck, a perfectly normal young woman, for being an "imbecile." It is a story with many villains, from the superintendent of the Dickensian Virginia Colony for Epileptics and Feebleminded who chose Carrie for sterilization to the former Missouri agriculture professor and Nazi sympathizer who was the nation's leading advocate for eugenic sterilization. But the most troubling actors of all were the eight Supreme Court justices who were in the majority - including William Howard Taft, the former president; Louis Brandeis, the legendary progressive; and Oliver Wendell Holmes, Jr., America's most esteemed justice, who wrote the decision urging the nation to embark on a program of mass eugenic sterilization. Exposing this tremendous injustice--which led to the sterilization of 70,000 Americans--Imbeciles overturns cherished myths and reappraises heroic figures in its relentless pursuit of the truth. With the precision of a legal brief and the passion of a front-page exposé, Cohen's Imbeciles is an unquestionable triumph of American legal and social history, an ardent accusation against these acclaimed men and our own optimistic faith in progress.
A revolutionary, personalized psychotherapy approach for the treatment of Axis II personality disorders, by renowned expert Dr. Theodore Millon Acknowledging the primacy of the whole person, Overcoming Resistant Personality Disorders: A Personalized Psychotherapy Approach takes into account all of the complexities of human nature--family influences, culture, neurobiological processes, unconscious memories, and so on--illustrating that no part of human nature should lie outside the scope of a clinician's regard. Part of a three-book series, this book provides you with a unique combination of conceptual background and step-by-step practical advice to guide your treatment of Axis II personality disorders. Detailed case studies are provided throughout the text to illustrate the strategies of personalized psychotherapy for: * The Needy/Dependent Prototype * The Sociable/Histrionic Prototype * The Confident/Narcissistic Prototype * The Nonconforming/Antisocial Prototype * The Assertive/Sadistic Prototype * The Conscientious/Compulsive Prototype * The Skeptical/Negativistic Prototype Destined to become an essential reference for trainees and professionals, this book makes a revolutionary call to return therapy to the natural reality of each patient's life, seamlessly guiding you in understanding the personality and treatment of the whole, unique, yet complex person.
Since the 1960s the relationship between Blacks and Jews has been a contentious one. While others have attempted to explain or repair the break-up of the Jewish alliance on civil rights, Seth Forman here sets out to determine what Jewish thinking on the subject of Black Americans reveals about Jewish identity in the U.S. Why did American Jews get involved in Black causes in the first place? What did they have to gain from it? And what does that tell us about American Jews? In an extremely provocative analysis, Forman argues that the commitment of American Jews to liberalism, and their historic definition of themselves as victims, has caused them to behave in ways that were defined as good for Blacks, but which in essence were contrary to Jewish interests. They have not been able to dissociate their needs--religious, spiritual, communal, political--from those of African Americans, and have therefore acted in ways which have threatened their own cultural vitality. Avoiding the focus on Black victimization and white racism that often infuses work on Blacks and Jews, Forman emphasizes the complexities inherent in one distinct white ethnic group's involvement in America's racial dilemma.
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