Your one-stop guide to becoming a Machine Learning expert. About This Book ? Learn to develop efficient and intelligent applications by leveraging the power of Machine Learning ? A highly practical guide explaining the concepts of problem solving in the easiest possible manner ? Implement Machine Learning in the most practical way Who This Book Is For This book will appeal to any developer who wants to know what Machine Learning is and is keen to use Machine Learning to make their day-to-day apps fast, high performing, and accurate. Any developer who wants to enter the field of Machine Learning can effectively use this book as an entry point. What You Will Learn ? Learn the math and mechanics of Machine Learning via a developer-friendly approach ? Get to grips with widely used Machine Learning algorithms/techniques and how to use them to solve real problems ? Get a feel for advanced concepts, using popular programming frameworks. ? Prepare yourself and other developers for working in the new ubiquitous field of Machine Learning ? Get an overview of the most well known and powerful tools, to solve computing problems using Machine Learning. ? Get an intuitive and down-to-earth introduction to current Machine Learning areas, and apply these concepts on interesting and cutting-edge problems. In Detail Most of us have heard about the term Machine Learning, but surprisingly the question frequently asked by developers across the globe is, “How do I get started in Machine Learning?”. One reason could be attributed to the vastness of the subject area because people often get overwhelmed by the abstractness of ML and terms such as regression, supervised learning, probability density function, and so on. This book is a systematic guide teaching you how to implement various Machine Learning techniques and their day-to-day application and development. You will start with the very basics of data and mathematical models in easy-to-follow language that you are familiar with; you will feel at home while implementing the examples. The book will introduce you to various libraries and frameworks used in the world of Machine Learning, and then, without wasting any time, you will get to the point and implement Regression, Clustering, classification, Neural networks, and more with fun examples. As you get to grips with the techniques, you’ll learn to implement those concepts to solve real-world scenarios for ML applications such as image analysis, Natural Language processing, and anomaly detections of time series data. By the end of the book, you will have learned various ML techniques to develop more efficient and intelligent applications. Style and approach This book gives you a glimpse of Machine Learning Models and the application of models at scale using clustering, classification, regression and reinforcement learning with fun examples. Hands-on examples will be presented to understand the power of problem solving with Machine Learning and Advanced architectures, software installation, and configuration.

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Seven decades after his death, German Jewish writer, philosopher, and literary critic Walter Benjamin (1892-1940) continues to fascinate and influence. Here Uwe Steiner offers a comprehensive and sophisticated introduction to the oeuvre of this intriguing theorist.Acknowledged only by a small circle of intellectuals during his lifetime, Benjamin is now a major figure whose work is essential to an understanding of modernity. Steiner traces the development of Benjamin's thought chronologically through his writings on philosophy, literature, history, politics, the media, art, photography, cinema, technology, and theology. Walter Benjamin reveals the essential coherence of its subject's thinking while also analyzing the controversial or puzzling facets of Benjamin's work. That coherence, Steiner contends, can best be appreciated by placing Benjamin in his proper context as a member of the German philosophical tradition and a participant in contemporary intellectual debates.As Benjamin's writing attracts more and more readers in the English-speaking world, Walter Benjamin will be a valuable guide to this fascinating body of work.

Research publications have always been key to building a successful career in science, yet little if any formal guidance is offered to young scientists on how to get research papers peer reviewed, accepted, and published by leading scientific journals. With What Editors Want, Philippa J. Benson and Susan C. Silver, two well-respected editors from the science publishing community, remedy that situation with a clear, straightforward guide that will be of use to all scientists.Benson and Silver instruct readers on how to identify the journals that are most likely to publish a given paper, how to write an effective cover letter, how to avoid common pitfalls of the submission process, and how to effectively navigate the all-important peer review process, including dealing with revisions and rejection. With supplemental advice from more than a dozen experts, this book will equip scientists with the knowledge they need to usher their papers through publication.

In this provocative look at one of the most important events of our time, renowned scholar Arjun Appadurai argues that the economic collapse of 2008-while indeed spurred on by greed, ignorance, weak regulation, and irresponsible risk-taking-was, ultimately, a failure of language. To prove this sophisticated point, he takes us into the world of derivative finance, which has become the core of contemporary trading and the primary target of blame for the collapse and all our subsequent woes. With incisive argumentation, he analyzes this challengingly technical world, drawing on thinkers such as J. L. Austin, Marcel Mauss, and Max Weber as theoretical guides to showcase the ways language-and particular failures in it-paved the way for ruin.?Appadurai moves in four steps through his analysis. In the first, he highlights the importance of derivatives in contemporary finance, isolating them as the core technical innovation that markets have produced. In the second, he shows that derivatives are essentially written contracts about the future prices of assets-they are, crucially, a promise. Drawing on Mauss's The Gift and Austin's theories on linguistic performatives, Appadurai, in his third step, shows how the derivative exploits the linguistic power of the promise through the special form that money takes in finance as the most abstract form of commodity value. Finally, he pinpoints one crucial feature of derivatives (as seen in the housing market especially): that they can make promises that other promises will be broken. He then details how this feature spread contagiously through the market, snowballing into the systemic liquidity crisis that we are all too familiar with now.With his characteristic clarity, Appadurai explains one of the most complicated-and yet absolutely central-aspects of our modern economy. He makes the critical link we have long needed to make: between the numerical force of money and the linguistic force of what we say we will do with it.?

One of the most popular and widely read books of the Middle Ages, Physiologus contains allegories of beasts, stones, and trees both real and imaginary, infused by their anonymous author with the spirit of Christian moral and mystical teaching.Accompanied by an introduction that explains the origins, history, and literary value of this curious text, this volume also reproduces twenty woodcuts from the 1587 version. Originally composed in the fourth century in Greek, and translated into dozens of versions through the centuries, Physiologus will delight readers with its ancient tales of ant-lions, centaurs, and hedgehogs-and their allegorical significance."e;An elegant little book . . . still diverting to look at today. . . . The woodcuts reproduced from the 1587 Rome edition are alone worth the price of the book."e;-Raymond A. Sokolov, New York Times Book Review

"e;Erring is a thoughtful, often brilliant attempt to describe and enact what remains of (and for) theology in the wake of deconstruction. Drawing on Hegel, Nietzsche, Derrida, and others, Mark Taylor extends-and goes well beyond-pioneering efforts. . . . The result is a major book, comprehensive and well-informed."e;-G. Douglas Atkins, Philosophy and Literature"e;Many have felt the need for a study which would explicate in coherent and accessible fashion the principal tenets of deconstruction, with particular attention to their theological implications. This need the author has addressed in a most impressive manner. The book's effect upon contemporary discussion is apt to be, and deserves to be, far-reaching."e;-Walter Lowe, Journal of Religion

Animal studies and biopolitics are two of the most dynamic areas of interdisciplinary scholarship, but until now, they have had little to say to each other. Bringing these two emergent areas of thought into direct conversation in Before the Law, Cary Wolfe fosters a new discussion about the status of nonhuman animals and the shared plight of humans and animals under biopolitics.?Wolfe argues that the human-animal distinction must be supplemented with the central distinction of biopolitics: the difference between those animals that are members of a community and those that are deemed killable but not murderable. From this understanding, we can begin to make sense of the fact that this distinction prevails within both the human and animal domains and address such difficult issues as why we afford some animals unprecedented levels of care and recognition while subjecting others to unparalleled forms of brutality and exploitation. Engaging with many major figures in biopolitical thought-from Heidegger, Arendt, and Foucault to Agamben, Esposito, and Derrida-Wolfe explores how biopolitics can help us understand both the ethical and political dimensions of the current questions surrounding the rights of animals.

"e;The questions he poses about the relationship between technical change and political power are pressing ones that can no longer be ignored, and identifying them is perhaps the most a nascent 'philosophy of technology' can expect to achieve at the present time."e;-David Dickson, New York Times Book Review"e;The Whale and the Reactor is the philosopher's equivalent of superb public history. In its pages an analytically trained mind confronts some of the most pressing political issues of our day."e;-Ruth Schwartz Cowan, Isis

When we think about school principals, most of us imagine a figure of vague, yet intimidating authority-for an elementary school student, being sent to the principal's office is roughly on par with a trip to Orwell's Room 101. But with School Principal, Dan C. Lortie aims to change that. Much as he did for teachers with his groundbreaking book Schoolteacher, Lortie offers here an intensive and detailed look at principals, painting a compelling portrait of what they do, how they do it, and why.Lortie begins with a brief history of the job before turning to the daily work of a principal. These men and women, he finds, stand at the center of a constellation of competing interests around and within the school. School district officials, teachers, parents, and students all have needs and demands that frequently clash, and it is the principal's job to manage these conflicting expectations to best serve the public. Unsurprisingly then, Lortie records his subjects' professional dissatisfactions, but he also vividly depicts the pleasures of their work and the pride they take in their accomplishments. Finally, School Principal offers a glimpse of the future with an analysis of current issues and trends in education, including the increasing presence of women in the role and the effects of widespread testing mandated by the government.Lortie's scope is both broad and deep, offering an eminently useful range of perspectives on his subject. From the day-to-day toil to the long-term course of an entire career, from finding out just what goes on inside that office to mapping out the larger social and organizational context of the job, School Principal is a truly comprehensive account of a little-understood profession.

In The Political Theory of"e;The Federalist,"e; David F. Epstein offers a guide to the fundamental principles of American government as they were understood by the framers of the Constitution. Epstein here demonstrates the remarkable depth and clarity of The Federalist's argument, reveals its specifically political (not merely economic) view of human nature, and describes how and why the American regime combines liberal and republican values."e;While it is a model of scholarly care and clarity, this study deserves an audience outside the academy. . . . David F. Epstein's book is a fine demonstration of just how much a close reading can accomplish, free of any flights of theory or fancy references."e;-New Republic"e;Epstein's strength lies in two aspects of his own approach. One is that he reads the text with uncommon closeness and sensitivity; the other is an extensive knowledge of the European political thought which itself forms an indispensable background to the minds of the authors."e;-Times Literary Supplement

One of the best books ever written on one of humanity's greatest epics, W. R. Johnson's classic study of Vergil's Aeneid challenges centuries of received wisdom. Johnson rejects the political and historical reading of the epic as a record of the glorious prehistory of Rome and instead foregrounds Vergil's enigmatic style and questioning of the heroic myths.With an approach to the text that is both grounded in scholarship and intensely personal, and in a style both rhetorically elegant and passionate, Johnson offers readings of specific passages that are nuanced and suggestive as he focuses on the "e;somber and nourishing fictions"e; in Vergil's poem. A timeless work of scholarship, Darkness Visible will enthrall classicists as well as students and scholars of the history of criticism-specifically the way in which politics influence modern readings of the classics-and of poetry and literature.

In Stuart Dybek's Chicago, wonder lurks in unexpected places-in garbage-strewn alleys, gloomy basement apartments, abandoned rooms at the top of rickety stairs periodically rumbled by passing el trains. Transformed through the wide eyes of Dybek's adolescent heroes, these grimy urban backwaters become exotic landscapes of fear-filled possibility, of dreams not yet turned to nightmares. Chronicling what happens when Old World faith meets the dark side of the American dream, Dybek's poignant stories of coming of age in Chicago alternately appall, amaze, and just simply entertain.

On February 6, 1945, Robert Brasillach was executed for treason by a French firing squad. He was a writer of some distinction-a prolific novelist and a keen literary critic. He was also a dedicated anti-Semite, an acerbic opponent of French democracy, and editor in chief of the fascist weekly Je Suis Partout, in whose pages he regularly printed wartime denunciations of Jews and resistance activists.Was Brasillach in fact guilty of treasonWas he condemned for his denunciations of the resistance, or singled out as a suspected homosexualWas it right that he was executed when others, who were directly responsible for the murder of thousands, were set freeKaplan's meticulous reconstruction of Brasillach's life and trial skirts none of these ethical subtleties: a detective story, a cautionary tale, and a meditation on the disturbing workings of justice and memory, The Collaborator will stand as the definitive account of Brasillach's crime and punishment.A National Book Award FinalistA National Book Critics Circle Award Finalist"e;A well-researched and vivid account."e;-John Weightman, New York Review of Books"e;A gripping reconstruction of [Brasillach's] trial."e;-The New Yorker"e;Readers of this disturbing book will want to find moral touchstones of their own. They're going to need them. This is one of the few works on Nazism that forces us to experience how complex the situation really was, and answers won't come easily."e;-Daniel Blue, San Francisco Chronicle Book Review"e;The Collaborator is one of the best-written, most absorbing pieces of literary history in years."e;-David A. Bell, New York Times Book Review"e;Alice Kaplan's clear-headed study of the case of Robert Brasillach in France has a good deal of current-day relevance. . . . Kaplan's fine book . . . shows that the passage of time illuminates different understandings, and she leaves it to us to reflect on which understanding is better."e;-Richard Bernstein, The New York Times

Demands of the Day asks about the logical standards and forms that should guide ethical and experimental anthropology in the twenty-first century. Anthropologists Paul Rabinow and Anthony Stavrianakis do so by taking up Max Weber's notion of the "e;demands of the day."e; Just as the demand of the day for anthropology decades ago consisted of thinking about fieldwork, today, they argue, the demand is to examine what happens after, how the experiences of fieldwork are gathered, curated, narrated, and ultimately made available for an anthropological practice that moves beyond mere ethnographic de*ion.?Rabinow and Stavrianakis draw on experiences from an innovative set of anthropological experiments that investigated how and whether the human and biological sciences could be brought into a mutually enriching relationship. Conceptualizing the anthropological and philosophic ramifications of these inquiries, they offer a bold challenge to contemporary anthropology to undertake a more rigorous examination of its own practices, blind spots, and capacities, in order to meet the demands of our day.

It is the anthropologist's fate to always be between things: countries, languages, cultures, even realities. But rather than lament this, anthropologist Paul Stoller here celebrates the creative power of the between, showing how it can transform us, changing our conceptions of who we are, what we know, and how we live in the world.Beginning with his early days with the Peace Corps in Africa and culminating with a recent bout with cancer, The Power of the Between is an evocative account of the circuitous path Stoller's life has taken, offering a fascinating depiction of how a career is shaped over decades of reading and research. Stoller imparts his accumulated wisdom not through grandiose pronouncements but by drawing on his gift for storytelling. Tales of his apprenticeship to a sorcerer in Niger, his studies with Claude Lvi-Strauss in Paris, and his friendships with West African street vendors in New York City accompany philosophical reflections on love, memory, power, courage, health, and illness.Graced with Stoller's trademark humor and narrative elegance, The Power of the Between is both the story of a distinguished career and a profound meditation on coming to terms with the impermanence of all things.

Agrarian Revolt in a Mexican Village deals with a Tarascan Indian village in southwestern Mexico which, between 1920 and 1926, played a precedent-setting role in agrarian reform. As he describes forty years in the history of this small pueblo, Paul Friedrich raises general questions about local politics and agrarian reform that are basic to our understanding of radical change in peasant societies around the world. Of particular interest is his detailed study of the colorful, violent, and psychologically complex leader, Primo Tapia, whose biography bears on the theoretical issues of the "e;political middleman"e; and the relation between individual motivation and socioeconomic change. Friedrich's evidence includes massive interviewing, personal letters, observations as an anthropological participant (e.g., in fiesta ritual), analysis of the politics and other village culture during 1955-56, comparison with other Tarascan villages, historical and prehistoric background materials, and research in legal and government agrarian archives.

In this new edition, Samuel P. Hays expands the scope of his pioneering account of the ways in which Americans reacted to industrialism during its early years from 1885 to 1914. Hays now deepens his coverage of cultural transformations in a study well known for its concise treatment of political and economic movements.Hays draws on the vast knowledge of America's urban and social history that has been developed over the last thirty-eight years to make the second edition an unusually well-rounded study. He enhances the original coverage of politics, labor, and business with new accounts of the growth of cities, the rise of modern values, cultural conflicts with Native Americans and foreign nations, and changing roles for women, African-Americans, education, religion, medicine, law, and leisure. The result is a tightly woven portrait of America in transition that underscores the effects of impersonal market forces and greater personal freedom on individuals and chronicles such changes as the rise of social inequality, shifting power, in the legal system, the expansion of the federal government, and the formation of the Populist, Progressive, and Socialist parties.

See the iconic, energetic art of Aardman Animations like never before! The Art of Aardman takes readers on an unforgettable, behind-the-scenes journey through the studio's archives. This collection features original character sketches and never-before-seen concept art, offering a unique look inside the studio that created Chicken Run, Morph, and, of course, Wallace ＆ Gromit. Kicking things off with forewords from founders Peter Lord and David Sproxton, this celebration of all-things Aardman is a must-have for all animation fans.

This official companion book to the epic major feature film Mandela: Long Walk to Freedom retraces the life of Nelson Mandela, weaving together his own words and historic humanitarian efforts with cinematic narrative and exclusive behind-the-scenes content. It's a movie tie-in unlike any other: a combination of dramatic recreations and history, featuring film stills alongside archival photographs of actual events; commentary from the acclaimed cast and filmmakers plus interviews with Mandela's own family and comrades; excerpts from his books and personal papers, with lush, full-color panoramas of the South African landscapes where the film was shot on location. Fans of the movie and Mandela admirers, whatever their age, will relish this unique look at the making of an epic motion picture and the life of a beloved historical icon.

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