Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    Teaching students to "transgress" against racial, sexual, and class boundaries in order to achieve the gift of freedom is, for hooks, the teacher's most important goal.Bell hooks speaks to the heart of education today: how can we rethink teaching practices in the age of multiculturalism? What do we do about teachers who do not want to teach, and students who do not want to learn? How should we deal with racism and sexism in the classroom?Full of passion and politics, Teaching to Transgress combines practical knowledge of the classroom with a deeply felt connection to the world of emotions and feelings. This is the rare book about teachers and students that dares to raise critical questions about eros and rage, grief and reconciliation, and the future of teaching itself."To educate as the practice of freedom," writes bell hooks, "is a way of teaching that any one can learn." Teaching to Transgress is the record of one gifted teacher's struggle to make classrooms work.–from the back of the book

    Skal chronicles one of our most popular and pervasive modes of cultural expression. He explores the disguised form in which Hollywood's classic horror movies played out the traumas of two world wars and the Depression; the nightmare visions of invasion and mind control catalyzed by the Cold War; the preoccupation with demon children that took hold as thalidomide, birth control, and abortion changed the reproductive landscape; the vogue in visceral, transformative special effects that paralleled the development of the plastic surgery industry; the link between the AIDS epidemic and the current fascination with vampires; and much more. Now with a new Afterword by the author that looks at horror's popular renaissance in the last decade, The Monster Show is a compulsively readable, thought-provoking inquiry into America's obsession with the macabre.

    From granular concerns, such as sentence structure and grammar, to big-picture issues, such as adhering to genre patterns for successful research and publishing and developing productive and rewarding writing habits, Hayot helps ambitious students, newly minted Ph.D.'s, and established professors shape their work and develop their voices.Hayot does more than explain the techniques of academic writing. He aims to adjust the writer's perspective, encouraging scholars to think of themselves as makers and doers of important work. Scholarly writing can be frustrating and exhausting, yet also satisfying and crucial, and Hayot weaves these experiences, including his own trials and tribulations, into an ethos for scholars to draw on as they write. Combining psychological support with practical suggestions for composing introductions and conclusions, developing a schedule for writing, using notes and citations, and structuring paragraphs and essays, this guide to the elements of academic style does its part to rejuvenate scholarship and writing in the humanities.

    Shira Shipman's marriage has broken up, and her young son has been taken from her by the corporation that runs her zone, so she has returned to Tikva, the Jewish free town where she grew up. There, she is welcomed by Malkah, the brilliant grandmother who raised her, and meets an extraordinary man who is not a man at all, but a unique cyborg implanted with intelligence, emotions--and the ability to kill....

    Are you ready? Look around you. Artificial intelligence is no longer just a futuristic notion. It's here right now--in software that senses what we need, supply chains that "think" in real time, and robots that respond to changes in their environment. Twenty-first-century pioneer companies are already using AI to innovate and grow fast. The bottom line is this: Businesses that understand how to harness AI can surge ahead. Those that neglect it will fall behind. Which side are you on?In Human + Machine, Accenture leaders Paul R. Daugherty and H. James (Jim) Wilson show that the essence of the AI paradigm shift is the transformation of all business processes within an organization--whether related to breakthrough innovation, everyday customer service, or personal productivity habits. As humans and smart machines collaborate ever more closely, work processes become more fluid and adaptive, enabling companies to change them on the fly--or to completely reimagine them. AI is changing all the rules of how companies operate.Based on the authors' experience and research with 1,500 organizations, the book reveals how companies are using the new rules of AI to leap ahead on innovation and profitability, as well as what you can do to achieve similar results. It describes six entirely new types of hybrid human + machine roles that every company must develop, and it includes a "leader’s guide" with the five crucial principles required to become an AI-fueled business.Human + Machine provides the missing and much-needed management playbook for success in our new age of AI.

    . . [where there] are still . . . defeats in which everything is lost [and] victories that fall close enough to the heart to afford living hope."In Nonconformity, Algren identifies the essential nature of the writer's relation to society, drawing examples from Dostoyevsky, Chekhov, Twain, and Fitzgerald, as well as utility infielder Leo Durocher and legendary barkeep Martin Dooley. He shares his deepest beliefs about the state of literature and its role in society, along the way painting a chilling portrait of the early 1950s, Joe McCarthy's heyday, when many American writers were blacklisted and ruined for saying similar things to what Algren is saying here.

    Harrowing and heroic, the events of D-Day were recorded in the personal writings of those who were there. Here, Francis Crosby has compiled a comprehensive collection of previously unpublished letters, diaries, photographs, and reminiscences that tell the story of D-Day as it has never been told before.With the use of new international archives, Crosby has culled vivid and detailed eye-witness accounts from each beach, as well as perspectives from land, sea, and air. This fascinating collection includes entries from American, British, and Canadian troops, the Merchant Navy and the Royal Air Force, and newly available German materials. Also included are contemporary and retrospective reactions of women "in the know" and those whom knew from "unofficial sources" of the immediate imminence of the assault.

    Far into the the 21st century, civilization has broken down in the face of the deepening cold. An old man, Saul, lives in a disused airport with a gang of wild boys, who spare his life only because of his skills as a storyteller. Saul tells of his youth, days of fierce heat and dwindling fertility. Men and women live separately, the women cluster around the rare children, and men turn to each other or to robot "pets." But Saul is different—he falls in love with Sarah.