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An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. 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 concep...
Colloquial Ukrainian is easy to use and no prior knowledge of the language is required. These CDs are recorded by native Ukrainian speakers and will play on any audio system. The material can be used on its own or to accompany the book, helping you with pronunciation and listening skills. For the eBook and MP3 pack, please find instructions on how to access the supplementary content for this title in the Prelims section.
As the Seventies drew to a close and the media declared punk dead and buried, a whole new breed of band was emerging from the gutter. Harder and faster than their ’76–’77 predecessors, not to mention more aggressive and political, the likes of Discharge, the Exploited, and G.B.H. were to prove not only more relevant but arguably just as influential. Several years in the making and featuring hundreds of new interviews and photographs, Burning Britain is the true story of the UK punk scene from 1980 to 1984 told for the first time by the bands and record labels that created it. Covering the country region by region, author Ian Glasper profiles legendary bands like Vice Squad, Angelic Upstarts, Blitz, Anti-Nowhere League, Cockney Rejects, and the UK Subs as well as the more obscure groups like Xtract, The Skroteez, and Soldier Dolls. The grim reality of being a teenage punk rocker in Thatcher’s Britain resulted in some of the most primal and potent music ever committed to plastic. Burning Britain is the definitive overview of that previously overlooked era.
Since its initial publication, this highly respected text has provided students with a critical review of the major research paradigms in the social sciences and the logics or strategies of enquiry associated with them. This second edition has been revised and updated.
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Prisons are on the increase from the United States to China, as ever-larger proportions of humanity find themselves behind bars. While prisons now span the world, we know little about their history in global perspective. Rather than interpreting the prison's proliferation as the predictable result of globalization, Cultures of Confinement underlines the fact that the prison was never simply imposed by colonial powers or copied by elites eager to emulate the West, but was reinvented and transformed by a host of local factors, its success being dependent on its very flexibility. Complex cultural negotiations took place in encounters between different parts of the world, and rather than assigning a passive role to Latin America, Asia, and Africa, the authors of this book point out the acts of resistance or appropriation that altered the social practices associated with confinement. The prison, in short, was understood in culturally specific ways and reinvented in a variety of local contexts examined here for the first time in global perspective.
Colloquial Breton is easy to use and completely up-to-date. Specially written by experienced teachers for self-study and class use, the course offers you a step-by-step approach to written and spoken Breton. No prior knowledge of the language is required. What makes Colloquial Breton your best choice in personal language learning? * Emphasis on conversational language with clear pronunciation guidance * Grammar section for easy reference * Comprehensive Breton-English glossary, English-Breton glossaries * Stimulating exercises with lively illustrations. By the end of this rewarding course you will be able to communicate confidently and effectively in Breton in a broad range of everyday situations. Accompanying audio material is available to purchase separately on CD/MP3 format, or comes included in the great value Colloquials Pack. For the eBook and MP3 pack, please find instructions on how to access the supplementary content for this title in the Prelims section.
From Viktor Orban in Hungary, to Brexit in Britain, to Donald Trump in America, nationalists are launching an all-out assault on liberal values. In this sweeping narrative, political journalist Ian Dunt tells the story of liberalism, from its epic struggle against absolute monarchy to its modern-day resistance to the new populism.
'one of the year's most exciting releases' - The Herald China is building the world's first digital totalitarian state, a system of hitherto unimaginable social and political control. Internet freedom has been eliminated and ubiquitous surveillance cameras employ the latest facial recognition technology. Through flagrant cyber espionage, it has plundered Western technology on a massive scale, bullied Western tech companies and academics (though many have been willing accomplices) and intimidated critics worldwide. In doing so, it has become a model for aspiring dictators everywhere. Ian Williams examines the extraordinary rise of the Chinese surveillance state, showing how it has been driven...