Reinforcement Learning, second edition

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Author :
Publisher : MIT Press
ISBN 13 : 0262352702
Total Pages : 549 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Reinforcement Learning, second edition by : Richard S. Sutton

Download or read book Reinforcement Learning, second edition written by Richard S. Sutton and published by MIT Press. This book was released on 2018-11-13 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

Sutton

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Publisher : Hachette Books
ISBN 13 : 140130477X
Total Pages : 304 pages
Book Rating : 4.4/5 (13 download)

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Book Synopsis Sutton by : J. R. Moehringer

Download or read book Sutton written by J. R. Moehringer and published by Hachette Books. This book was released on 2012-09-25 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: "What Hilary Mantel did for Thomas Cromwell and Paula McLain for Hadley Hemingway . . . Moehringer does for bank robber Willie Sutton" in this fascinating biographical novel of America's most successful bank robber (Newsday). Willie Sutton was born in the Irish slums of Brooklyn in 1901, and he came of age at a time when banks were out of control. Sutton saw only one way out and only one way to win the girl of his dreams. So began the career of America's most successful bank robber. During three decades Sutton became so good at breaking into banks, the FBI put him on its first-ever Most Wanted List. But the public rooted for the criminal who never fired a shot, and when Sutton was finally caught for good, crowds at the jail chanted his name. In J.R. Moehringer's retelling, it was more than need or rage that drove Sutton. It was his first love. And when he finally walked free -- a surprise pardon on Christmas Eve, 1969 -- he immediately set out to find her. "Electrifying." --Booklist (starred) "Thoroughly absorbing . . . Filled with vibrant and colorful re-creations of not one but several times in the American past." --Kevin Baker, author of Strivers Row "[J.R. Moehringer] has found an historical subject equal to his vivid imagination, gimlet journalistic eye, and pitch-perfect ear for dialogue. By turns suspenseful, funny, romantic, and sad--in short, a book you won't be able to put down." --John Burnham Schwartz, author of Reservation Road and The Commoner

The Moonshiner Popcorn Sutton

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Publisher :
ISBN 13 : 9780578654140
Total Pages : 240 pages
Book Rating : 4.6/5 (541 download)

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Book Synopsis The Moonshiner Popcorn Sutton by : Neal Hutcheson

Download or read book The Moonshiner Popcorn Sutton written by Neal Hutcheson and published by . This book was released on 2021-03-13 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: The definitive biography of Appalachian moonshiner Popcorn Sutton, filled with color photography, exclusive interviews, historical background, and extensive accounts of his life and times.

The Lady Upstairs

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Publisher : Penguin
ISBN 13 : 0593187733
Total Pages : 322 pages
Book Rating : 4.5/5 (931 download)

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Book Synopsis The Lady Upstairs by : Halley Sutton

Download or read book The Lady Upstairs written by Halley Sutton and published by Penguin. This book was released on 2020-11-17 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: "A racy and hard-to-put-down piece of neo-noir."--Washington Post A modern-day noir featuring a twisty cat-and-mouse chase, this dark debut thriller tells the story of a woman who makes a living taking down terrible men...then finds herself in over her head and with blood on her hands. The only way out? Pull off one final con. Jo's job is blackmailing the most lecherous men in Los Angeles--handsy Hollywood producers, adulterous actors, corrupt cops. Sure, she likes the money she's making, which comes in handy for the debt she is paying off, but it's also a chance to take back power for the women of the city. Eager to prove herself to her coworker Lou and their enigmatic boss, known only as the Lady Upstairs, Jo takes on bigger and riskier jobs. When one of her targets is murdered, both the Lady Upstairs and the LAPD have Jo in their sights. Desperate to escape the consequences of her failed job, she decides to take on just one more sting--bringing down a rising political star. It's her biggest con yet--and she will do it behind the Lady's back, freeing both herself and Lou. But Jo soon learns that Lou and the Lady have secrets of their own, and that no woman is safe when there is a life-changing payout on the line. A delicious debut thriller crackling with wit and an unforgettable feminist voice, The Lady Upstairs is a chilling and endlessly surprising take on female revenge.

The No Asshole Rule

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Publisher : Business Plus
ISBN 13 : 0759518017
Total Pages : 166 pages
Book Rating : 4.7/5 (595 download)

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Book Synopsis The No Asshole Rule by : Robert I. Sutton

Download or read book The No Asshole Rule written by Robert I. Sutton and published by Business Plus. This book was released on 2007-02-22 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: The definitive guide to working with -- and surviving -- bullies, creeps, jerks, tyrants, tormentors, despots, backstabbers, egomaniacs, and all the other assholes who do their best to destroy you at work. "What an asshole!" How many times have you said that about someone at work? You're not alone! In this groundbreaking book, Stanford University professor Robert I. Sutton builds on his acclaimed Harvard Business Review article to show you the best ways to deal with assholes...and why they can be so destructive to your company. Practical, compassionate, and in places downright funny, this guide offers: Strategies on how to pinpoint and eliminate negative influences for good Illuminating case histories from major organizations A self-diagnostic test and a program to identify and keep your own "inner jerk" from coming out The No Asshole Rule is a New York Times, Wall Street Journal, USA Today and Business Week bestseller.

Foundations of Deep Reinforcement Learning

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Publisher : Addison-Wesley Professional
ISBN 13 : 0135172489
Total Pages : 629 pages
Book Rating : 4.1/5 (351 download)

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Book Synopsis Foundations of Deep Reinforcement Learning by : Laura Graesser

Download or read book Foundations of Deep Reinforcement Learning written by Laura Graesser and published by Addison-Wesley Professional. This book was released on 2019-11-20 with total page 629 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Contemporary Introduction to Deep Reinforcement Learning that Combines Theory and Practice Deep reinforcement learning (deep RL) combines deep learning and reinforcement learning, in which artificial agents learn to solve sequential decision-making problems. In the past decade deep RL has achieved remarkable results on a range of problems, from single and multiplayer games—such as Go, Atari games, and DotA 2—to robotics. Foundations of Deep Reinforcement Learning is an introduction to deep RL that uniquely combines both theory and implementation. It starts with intuition, then carefully explains the theory of deep RL algorithms, discusses implementations in its companion software library SLM Lab, and finishes with the practical details of getting deep RL to work. This guide is ideal for both computer science students and software engineers who are familiar with basic machine learning concepts and have a working understanding of Python. Understand each key aspect of a deep RL problem Explore policy- and value-based algorithms, including REINFORCE, SARSA, DQN, Double DQN, and Prioritized Experience Replay (PER) Delve into combined algorithms, including Actor-Critic and Proximal Policy Optimization (PPO) Understand how algorithms can be parallelized synchronously and asynchronously Run algorithms in SLM Lab and learn the practical implementation details for getting deep RL to work Explore algorithm benchmark results with tuned hyperparameters Understand how deep RL environments are designed Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

George Miksch Sutton

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Author :
Publisher : University of Oklahoma Press
ISBN 13 : 9780806137452
Total Pages : 292 pages
Book Rating : 4.1/5 (374 download)

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Book Synopsis George Miksch Sutton by : Jerome A. Jackson

Download or read book George Miksch Sutton written by Jerome A. Jackson and published by University of Oklahoma Press. This book was released on 2007 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first biography of the distinguished ornithologist

Sutton Hoo

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Publisher : University of Pennsylvania Press
ISBN 13 : 9780812234558
Total Pages : 228 pages
Book Rating : 4.2/5 (345 download)

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Book Synopsis Sutton Hoo by : M. O. H. Carver

Download or read book Sutton Hoo written by M. O. H. Carver and published by University of Pennsylvania Press. This book was released on 1998 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examines what the Sutton Hoo ship-burial site reveals about early England, describes the site's treasures and mysteries, and recounts the events surrounding its discovery.

51 Imperfect Solutions

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Publisher : Oxford University Press
ISBN 13 : 0190866063
Total Pages : 297 pages
Book Rating : 4.1/5 (98 download)

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Book Synopsis 51 Imperfect Solutions by : Judge Jeffrey S. Sutton

Download or read book 51 Imperfect Solutions written by Judge Jeffrey S. Sutton and published by Oxford University Press. This book was released on 2018-05-07 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: When we think of constitutional law, we invariably think of the United States Supreme Court and the federal court system. Yet much of our constitutional law is not made at the federal level. In 51 Imperfect Solutions, U.S. Court of Appeals Judge Jeffrey S. Sutton argues that American Constitutional Law should account for the role of the state courts and state constitutions, together with the federal courts and the federal constitution, in protecting individual liberties. The book tells four stories that arise in four different areas of constitutional law: equal protection; criminal procedure; privacy; and free speech and free exercise of religion. Traditional accounts of these bedrock debates about the relationship of the individual to the state focus on decisions of the United States Supreme Court. But these explanations tell just part of the story. The book corrects this omission by looking at each issue-and some others as well-through the lens of many constitutions, not one constitution; of many courts, not one court; and of all American judges, not federal or state judges. Taken together, the stories reveal a remarkably complex, nuanced, ever-changing federalist system, one that ought to make lawyers and litigants pause before reflexively assuming that the United States Supreme Court alone has all of the answers to the most vexing constitutional questions. If there is a central conviction of the book, it's that an underappreciation of state constitutional law has hurt state and federal law and has undermined the appropriate balance between state and federal courts in protecting individual liberty. In trying to correct this imbalance, the book also offers several ideas for reform.

Sutton

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Author :
Publisher : Arcadia Publishing
ISBN 13 : 1439628629
Total Pages : 132 pages
Book Rating : 4.4/5 (396 download)

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Book Synopsis Sutton by : Chris Sinacola

Download or read book Sutton written by Chris Sinacola and published by Arcadia Publishing. This book was released on 2003-04-16 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sutton was born among fertile hilltops and well-watered valleys of the Nipmuc country, where, in the early 1700s, a group of London proprietors established a new foothold in America. In the wake of Indian wars, English farmers built a town on their guns, plows, and Congregational sensibilities, a place echoed today through the images in Sutton. No Massachusetts town sent more of its native sons to fight for independence, and Sutton secured that liberty through hard work. French Canadian workers built the mill villages of Manchaug and Wilkinsonville and turned out cloth, hats, and shuttles. Sutton raised prize-winning cattle and grew the Sutton Beauty apple. As the twentieth century brought growth, Sutton blended highways and subdivisions with eighteenth-century homes, farms, and a working blacksmith shop.

The Archaeology of Sutton Park

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Publisher : The History Press
ISBN 13 : 0750951958
Total Pages : 245 pages
Book Rating : 4.7/5 (59 download)

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Book Synopsis The Archaeology of Sutton Park by : Michael Hodder

Download or read book The Archaeology of Sutton Park written by Michael Hodder and published by The History Press. This book was released on 2013-11-01 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sutton Park is a nationally important historic landscape. Its many visitors are often drawn by the rich ecology that this public open space of about 2,250 acres provides. However, the Park also contains extensive and well-preserved archaeological remains of various periods of the past. The recent exposure of hitherto concealed archaeological features by heathland clearance has emphasised the remarkable extent and survival of these remains. This book reveals the evidence of manmade structures and objects that show how people exploited and managed their environment; amongst other things, the 28km (17 miles) of former boundaries that explain the present-day vegetation patterns; and the impact that the industrial use of water power had on the landscape. This informative and carefully illustrated book reveals the special history of this site to visitors from near and far.

A Literary Life of Sutton E. Griggs

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Publisher : Oxford University Press
ISBN 13 : 0192856316
Total Pages : 273 pages
Book Rating : 4.1/5 (928 download)

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Book Synopsis A Literary Life of Sutton E. Griggs by : John Cullen Gruesser

Download or read book A Literary Life of Sutton E. Griggs written by John Cullen Gruesser and published by Oxford University Press. This book was released on 2022-05-14 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Writing, publishing, and marketing five politically engaged novels that appeared between 1899 and 1908, Sutton E. Griggs (1872-1933) was among the most prolific African American authors at the turn of the twentieth century. In contrast to his Northern contemporaries Paul Laurence Dunbar and Charles Chesnutt, Griggs, as W. E. B. Du Bois remarked, "spoke primarily to the Negro race," using his own Nashville-based publishing company to produce four of his novels. Griggs pastored Baptist churches in three Southern states and played a leading role in the influential but understudied National Baptist Convention. Until recently, little was known about the personal and professional life of this religious and community leader. Thus, critics could only contextualize his literary texts to a limited degree and were forced to speculate about how he published them. This literary biography, the first written about the author, draws extensively on primary sources and late nineteenth- and early twentieth-century periodicals, local and national, African American and white. A very different Sutton Griggs emerges from these materials--a dynamic figure who devoted himself to literature for a longer period and to a more profound extent than has ever been previously imagined but also someone who frequently found himself embroiled in controversy because of what he said in his writings and the means he used to publish them. The book challenges currently held notions about the audience for, and the content, production, and dissemination of politically engaged US black fiction, altering the perception of the African American literature and print culture of the period.

Brian Sutton-Smith, Playful Scholar

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Publisher : Rowman & Littlefield
ISBN 13 : 0761874461
Total Pages : 181 pages
Book Rating : 4.7/5 (618 download)

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Book Synopsis Brian Sutton-Smith, Playful Scholar by : Michael M. Patte

Download or read book Brian Sutton-Smith, Playful Scholar written by Michael M. Patte and published by Rowman & Littlefield. This book was released on 2024-05-15 with total page 181 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book honors the legacy of Dr. Brian Sutton-Smith, Professor Emeritus of Psychology and Folklore at the University of Pennsylvania. Dr. Sutton-Smith was considered the premier play scholar of his generation, with numerous publications in the fields of developmental psychology, folklore, anthropology, sociology of sport, education, and philosophy. We present an eclectic array of essays written in honor of the centennial of his birth, ranging from the scholarly to the overtly playful. There are essays distilling his work to their key ideas and some that offer a robust and respectful critique. There are personal anecdotes honoring his memory, and original works of fiction celebrating his legacy. The book is a publication in the TASP biannual Play and Culture Studies series and includes photographs of Brian Sutton-Smith, as well as heartfelt appreciation from scores of colleagues.

Sutton: on the ice

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Author :
Publisher : HFCA Publishing House
ISBN 13 :
Total Pages : 121 pages
Book Rating : 4./5 ( download)

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Book Synopsis Sutton: on the ice by : Lexi Buchanan

Download or read book Sutton: on the ice written by Lexi Buchanan and published by HFCA Publishing House. This book was released on 2021-09-21 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sutton I'm a center forward with the Boston Bay Vikings and consider myself to be a private and compassionate man. Although I enjoy a beer with friends and the occasional hookup, I like to be alone. My past isn't one of love or kindness; in fact, it's best left buried. I know I should avoid Hailee, but the harder I try, the more I find myself drawn to her. Hailee I'm a nervous wreck after being kidnapped, shot, and buried alive. Sutton has stood by my side and protected me from the press, which is only interested in getting my story—an exclusive—from me. My father enjoys being in the spotlight and is flying in from New York to make sure I do what I'm told. Before he arrives however, Sutton kidnaps me from the hospital, and this time, I’m a willing participant.

The Lives of William Smyth, Bishop of Lincoln, and Sir Richard Sutton, Knight, Founders of Brasen Nose College

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Publisher :
ISBN 13 :
Total Pages : 628 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis The Lives of William Smyth, Bishop of Lincoln, and Sir Richard Sutton, Knight, Founders of Brasen Nose College by : Ralph Churton

Download or read book The Lives of William Smyth, Bishop of Lincoln, and Sir Richard Sutton, Knight, Founders of Brasen Nose College written by Ralph Churton and published by . This book was released on 1800 with total page 628 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Holy Trinity, Sutton Coldfield

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Publisher : The History Press
ISBN 13 : 0750995440
Total Pages : 251 pages
Book Rating : 4.7/5 (59 download)

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Book Synopsis Holy Trinity, Sutton Coldfield by : Stella Thebridge

Download or read book Holy Trinity, Sutton Coldfield written by Stella Thebridge and published by The History Press. This book was released on 2020-08-28 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the first time in its 750-year existence, a full history of Holy Trinity is available to the general public. One of only a small number of parish churches to be Grade I listed, Holy Trinity displays its rich heritage through stained glass, memorials, unique woodwork and glorious painted ceilings. It also houses the tomb of Sutton Coldfield's most famous son, John Vesey, Bishop of Exeter. Vesey's work for the benefit of both church and town, with the blessing of King Henry VIII, continues to earn him the respect of the local community in every generation. Funded by the Heritage Lottery, this book is a complete and up-to-date history of an ancient place of worship, preserving its story alongside a major re-ordering of the church interior, which has created a space for church and community fit for the twenty-first century.

Where the Money Was

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Publisher : Crown
ISBN 13 : 0767918134
Total Pages : 396 pages
Book Rating : 4.7/5 (679 download)

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Book Synopsis Where the Money Was by : Willie Sutton

Download or read book Where the Money Was written by Willie Sutton and published by Crown. This book was released on 2004-03-23 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Broadway Books Library of Larceny Luc Sante, General Editor For more than fifty years, Willie Sutton devoted his boundless energy and undoubted genius exclusively to two activities at which he became better than any man in history: breaking in and breaking out. The targets in the first instance were banks and in the second, prisons. Unarguably America’s most famous bank robber, Willie never injured a soul, but took on almost a hundred banks and departed three of America’s most escape-proof penitentiaries. This is the stuff of myth—rascally and cautionary by turns—yet true in every searing, diverting, and brilliantly recalled detail.