Reinforcement Learning, second edition PDF Download

Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549

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Book Description
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.

Author: J. R. Moehringer
Publisher: Hachette Books
ISBN: 140130477X
Category : Fiction
Languages : en
Pages : 304

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Book Description
"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

Author: Neal Hutcheson
Publisher:
ISBN: 9780578654140
Category :
Languages : en
Pages : 240

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Book Description
The definitive biography of Appalachian moonshiner Popcorn Sutton, filled with color photography, exclusive interviews, historical background, and extensive accounts of his life and times.

Author: Willie Sutton
Publisher: Crown
ISBN: 0767918134
Category : Biography & Autobiography
Languages : en
Pages : 396

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Book Description
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.

Author: Halley Sutton
Publisher: Penguin
ISBN: 0593187733
Category : Fiction
Languages : en
Pages : 322

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Book Description
"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.

Author: Sarah Sutton
Publisher:
ISBN: 9781734232295
Category :
Languages : en
Pages : 396

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Book Description
In a life of diamond bracelets and country clubs, I'm the perfect daughter. I get all the right grades, volunteer at all the right organizations, apply to all the right colleges. And I hate every second of it. At the rate my life is playing out, under the strict rule of my parents, politicians and housewives will be my future. Until I meet Harry. Harry's a singer in a rock band with a voice so beautiful that I actually feel hypnotized. Doesn't hurt that he's hot either, and with the kind, flirty personality to match, it's the perfect trifecta. And even better, he sees the me I want to be. He sees me as the girl who can break free of the life she's trapped in, who can control her own future. The only problem? I'm hiding my true identity from him. He knows me as Stella, my fun, carefree alter ego-so drastically different from Destelle, the girl who is trapped in the life her parents rule. But as we get closer, I realize Harry's keeping a secret of his own, something related to the dark past that he's trying to move on from, and when I find out, everything we've built could come crashing down. This is the fifth book in the Love in Fenton County Series, but can be read as a standalone. Check out this Opposites Attract + Hidden Identities Romance today!

Author: Nell Goddin
Publisher: Goddin Books
ISBN:
Category : Fiction
Languages : en
Pages : 272

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Book Description
Boston girl Molly Sutton moves to a small village in France to lick her wounds after a divorce. Castillac is charming, the croissants amazing, the wine delectable. Molly's new life is full of contentment, if a bit short on excitement. But then a girl goes missing...and Molly's world gets turned upside down. Truth be told, no one in the village feels safe. They struggle to believe such darkness could exist in a friendly village, where people spend most of their time thinking about nothing more frightening than what to have for lunch. And when the missing girl's distraught parents come to stay at Molly's bed and breakfast, she is drawn into the case, like it or not. Will Molly and the French detective figure out what happened to Amy Bennett before someone else disappears?

Author: Robert I. Sutton
Publisher: Business Plus
ISBN: 0759518017
Category : Business & Economics
Languages : en
Pages : 166

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Book Description
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.

Author: Karah Sutton
Publisher: Yearling
ISBN: 0593121686
Category : Juvenile Fiction
Languages : en
Pages : 321

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Book Description
The enchanting tale of a wolf who forms an unlikely alliance with Baba Yaga to save the forest from a wicked tsar. "Karah Sutton has crafted a vivid and rollicking adventure that proves a wolf doesn't have to be big or bad to win the day!" --Rosanne Parry, New York Times bestselling author of A Wolf Called Wander Since she was a pup, Zima has been taught to fear humans--especially witches--but when her family is threatened, she has no choice but to seek help from the witch Baba Yaga. Baba Yaga never does magic for free, but it just so happens that she needs a wolf's keen nose for a secret plan she's brewing . . . Before Zima knows what's happening, the witch has cast a switching spell and run off into the woods, while Zima is left behind in Baba Yaga's hut--and Baba Yaga's body! Meanwhile, a young village girl named Nadya is also seeking the witch's help, and when she meets Zima (in Baba Yaga's form), they discover that they face a common enemy. With danger closing in, Zima must unite the wolves, the witches and the villagers against an evil that threatens them all. Infused with Russian folklore and brought vividly to life in Pauliina Hannuniemi's gorgeous illustrations, Karah Sutton's magical debut is a celebration of wolves and witches, and the importance of finding common ground with our so-called enemies.

Author: Laura Graesser
Publisher: Addison-Wesley Professional
ISBN: 0135172489
Category : Computers
Languages : en
Pages : 629

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Book Description
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.