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Probabilistic Machine Learning
A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers...
Machine Learning
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developm...
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Unriddling the Exeter Riddles
"Examines the Old English riddles found in the tenth-century Exeter Book manuscript, with particular attention to their relationship to larger traditions of literary and traditional riddling"--Provided by publisher.
The Media Commons
Today's global media sustains a potent new environmental consciousness. Paradoxically, it also serves as a far-reaching platform that promotes the unsustainable consumption ravaging our planet. Patrick Murphy musters theory, fieldwork, and empirical research to map how the media communicates today's many distinct, competing, and even antagonistic environmental discourses. The media draws the cultural boundaries of our environmental imagination--and influences just who benefits. Murphy's analysis emphasizes social context, institutional alignments, and commercial media's ways of rendering discussion. He identifies and examines key terms, phrases, and metaphors as well as the ways consumers are presented with ideas like agency and the place of nature. What emerges is the link between pervasive messaging and an "environment" conjured by our media-saturated social imagination. As the author shows, today's complex, integrated media networks shape, frame, and deliver many of our underlying ideas about the environment. Increasingly--and ominously--individuals and communities experience these ideas not only in the developed world but in the increasingly consumption-oriented Global South.
Mutiny and Its Bounty
Parallels mutinies in today's business organizations with the shipboard rebellions of old. 15,000 first printing.
Medieval Studies and the Ghost Stories of M. R. James
Montague Rhodes James authored some of the most highly regarded ghost stories of all time—classics such as “Oh, Whistle, and I’ll Come to You, My Lad” that have been adapted many times over for radio and television and have never gone out of print. But while James is best known as a fiction writer and storyteller, he was also a provost of King’s College, Cambridge, and Eton College, and a legendary and influential scholar whose pioneering work in the study of biblical texts and medieval manuscripts, art, and architecture is still relevant today. In Medieval Studies and the Ghost Stories of M. R. James, Patrick J. Murphy argues that these twin careers are inextricably linked. James...
Ethics in Marketing
Understanding and appreciating the ethical dilemmas associated with business is an important dimension of marketing strategy. Increasingly, matters of corporate social responsibility are part of marketing's domain. Ethics in Marketing contains 20 cases that deal with a variety of ethical issues such as questionable selling practices, exploitative advertising, counterfeiting, product safety, apparent bribery and channel conflict that companies face across the world. A hallmark of this book is its international dimension along with high-profile case studies that represent situations in European, North American, Chinese, Indian and South American companies. Well known multinationals like Coca C...
Literature, Nature, and Other
The book first establishes a theoretical framework for conceptualizing environmental analysis. It then develops a conception of environmental literature with an emphasis on works by women, arguing for the need to reconceptualize woman/nature and nature/culture associations, and critiquing the problems of male poetic sex-typing of the planet. Murphy also elaborates on specific works and authors, with an emphasis on literary texts by Hampl, Harjo, Snyder, and Le Guin. Additionally, he treats issues of canon and pedagogy, as well as the possibility of agency in a postmodern era. Ranging across diverse fields and incorporating cultural studies, post-structuralist literary theory, and ecofeminist philosophy, Literature, Nature, and Other both defines and critiques the current terrains of literary ecocriticism and nature writing/environmental literature. Literary examples are drawn from fiction, poetry, and prose, including postmodern metanarratives and works by Native Americans and Chicanas.
