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Author: United States. Congress. House
Publisher:
ISBN:
Category : United States
Languages : en
Pages : 1922

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Author: Suvrit Sra
Publisher: MIT Press
ISBN: 026201646X
Category : Computers
Languages : en
Pages : 509

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Book Description
An up-to-date account of the interplay between optimization and machine learning, accessible to students and researchers in both communities. The interplay between optimization and machine learning is one of the most important developments in modern computational science. Optimization formulations and methods are proving to be vital in designing algorithms to extract essential knowledge from huge volumes of data. Machine learning, however, is not simply a consumer of optimization technology but a rapidly evolving field that is itself generating new optimization ideas. This book captures the state of the art of the interaction between optimization and machine learning in a way that is accessible to researchers in both fields. Optimization approaches have enjoyed prominence in machine learning because of their wide applicability and attractive theoretical properties. The increasing complexity, size, and variety of today's machine learning models call for the reassessment of existing assumptions. This book starts the process of reassessment. It describes the resurgence in novel contexts of established frameworks such as first-order methods, stochastic approximations, convex relaxations, interior-point methods, and proximal methods. It also devotes attention to newer themes such as regularized optimization, robust optimization, gradient and subgradient methods, splitting techniques, and second-order methods. Many of these techniques draw inspiration from other fields, including operations research, theoretical computer science, and subfields of optimization. The book will enrich the ongoing cross-fertilization between the machine learning community and these other fields, and within the broader optimization community.

Author: Reginald Rose
Publisher: Penguin
ISBN: 1440627185
Category : Drama
Languages : en
Pages : 97

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A landmark American drama that inspired a classic film and a Broadway revival—featuring an introduction by David Mamet A blistering character study and an examination of the American melting pot and the judicial system that keeps it in check, Twelve Angry Men holds at its core a deeply patriotic faith in the U.S. legal system. The play centers on Juror Eight, who is at first the sole holdout in an 11-1 guilty vote. Eight sets his sights not on proving the other jurors wrong but rather on getting them to look at the situation in a clear-eyed way not affected by their personal prejudices or biases. Reginald Rose deliberately and carefully peels away the layers of artifice from the men and allows a fuller picture to form of them—and of America, at its best and worst. After the critically acclaimed teleplay aired in 1954, this landmark American drama went on to become a cinematic masterpiece in 1957 starring Henry Fonda, for which Rose wrote the adaptation. More recently, Twelve Angry Men had a successful, and award-winning, run on Broadway. For more than seventy years, Penguin has been the leading publisher of classic literature in the English-speaking world. With more than 1,700 titles, Penguin Classics represents a global bookshelf of the best works throughout history and across genres and disciplines. Readers trust the series to provide authoritative texts enhanced by introductions and notes by distinguished scholars and contemporary authors, as well as up-to-date translations by award-winning translators.

Author: Colin A. Nurse
Publisher: Springer Science & Business Media
ISBN: 9400745834
Category : Medical
Languages : en
Pages : 399

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Arterial chemoreceptors are unique structures which continuously monitor changes in arterial blood oxygen, carbon dioxide, glucose, and acid. Alterations in these gases are almost instantaneously sensed by arterial chemoreceptors and relayed into a physiological response which restores blood homeostasis. Arterial Chemoreception contains updated material regarding the physiology of the primary arterial chemoreceptor; the carotid body. Moreover, this book also explores tantalizing evidence regarding the contribution of the aortic bodies, chromaffin cells, lung neuroepithelial bodies, and brainstem areas involved in monitoring changes in blood gases. Furthermore this collection includes data showing the critical importance of these chemoreceptors in the pathophysiology of human disease and possible therapeutic treatments. This book is a required text for any researcher in the field of arterial chemoreception for years to come. It is also a critical text for physicians searching for bench-to-bedside treatments for heart failure, sleep apnea, and pulmonary hypertension.

Author:
Publisher:
ISBN:
Category : British Columbia
Languages : en
Pages : 1328

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Author:
Publisher:
ISBN:
Category : San Francisco (Calif.)
Languages : en
Pages : 1424

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Author: Guy Sherman Sparks
Publisher:
ISBN:
Category :
Languages : en
Pages : 178

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Author: United States. Department of Agriculture
Publisher:
ISBN:
Category : Agriculture
Languages : en
Pages : 16

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Author: Oliver Stone
Publisher: Mariner Books
ISBN: 0358346231
Category : Biography & Autobiography
Languages : en
Pages : 373

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Book Description
In this powerful and evocative memoir, Oscar-winning director and screenwriter, Oliver Stone, takes us right to the heart of what it's like to make movies on the edge. In Chasing The Light he writes about his rarefied New York childhood, volunteering for combat, and his struggles and triumphs making such films as Platoon, Midnight Express, and Scarface. Before the international success of Platoon in 1986, Oliver Stone had been wounded as an infantryman in Vietnam, and spent years writing unproduced scripts while taking miscellaneous jobs and driving taxis in New York, finally venturing westward to Los Angeles and a new life. Stone, now 73, recounts those formative years with vivid details of the high and low moments: we sit at the table in meetings with Al Pacino over Stone's scripts for Scarface, Platoon, and Born on the Fourth of July; relive the harrowing demon of cocaine addiction following the failure of his first feature, The Hand (starring Michael Caine); experience his risky on-the-ground research of Miami drug cartels for Scarface; and see his stormy relationship with The Deer Hunter director Michael Cimino. We also learn of the breathless hustles to finance the acclaimed and divisive Salvador; and witness tensions behind the scenes of his first Academy Award-winning film, Midnight Express. The culmination of the book is the extraordinarily vivid recreation of filming Platoon in the depths of the Philippine jungle with Kevin Dillon, Charlie Sheen, Willem Dafoe, Johnny Depp et al, pushing himself, the crew and the young cast almost beyond breaking point. Written fearlessly, with intense detail and colour, Chasing the Light is a true insider's story of Hollywood's years of upheaval in the 1970s and '80s, and Stone brings this period alive as only someone at the centre of the action truly can.

Author: Jack Peterson
Publisher: Lulu.com
ISBN: 1105396630
Category : Education
Languages : en
Pages : 365

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Book Description
Managing for Mission lays out the fundamentals of leading a faith-based school to mission excellence. Its central insight is that four models operate within the school: apostolic, pedagogical, community and business. Effective leaders must understand them all and assure that each is functional within itself and supports the other three. Drawing on over 30 years in Jesuit school leadership, Peterson provides a framework for understanding the four dimensions of the school in a new way, gives practical advice about how to harness their power, and points to critical junctures where the separate models must function as a whole. The book is intended to assist administrators, aspiring administrators and board members both within and outside the Jesuit educational realm.