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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 fir...
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Sutton was a rural village before the railway came in 1847, promoting its rapid growth to a populous town and a thriving shopping centre. Unlike its neighbours Croydon and Kingston, Sutton was originally a one-street town; its High Street is one mile in length and rises one hundred feet. In and around that street Sutton people lived, worked, played, shopped and worshipped in new buildings, many of them, like the people and their way of life, now long gone. Changing fashions, faces, vehicles, shop window displays are preserved in the photographic images in this book.
One of the most notorious criminals in American history is brought blazing back to life by a master storyteller.
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150 year history of the Sutton district 1867 - 2017
NOW A MAJOR TV DRAMA STARRING MARTIN CLUNES What does it take to catch one of Britain's most feared killers? Levi Bellfield is one of the most notorious British serial killers of the last fifty years - his name alone evokes horror and revulsion, after his string of brutal murders in the early 2000s. At 3:07pm on 21st March, 2002, Milly Dowler left her school in Surrey for the last time. Less than an hour later, she was to be abducted and murdered in the cruellest fashion, sparking a missing person investigation that would span months before her body was found. In the two years that followed, two more young women - Marsha McDonnell and then Amélie Delagrange - were murdered in unspeakably br...
Sutton Past & Present
The Sutton Companion to Local History is the most comprehensive single-volume guide published to local history, archaeology, architecture and landscape. In an easy-to-use A-Z format, it answers many of the questions that arise in the course of local history research and travel and provides a starting point for further enquiries. From each of the major entries, a detailed system of cross-referencing leads on to subsidiary entries exploring related topics or defining specialised terms. Major entries also include guides to further reading and the addresses of major organisations of interest to local historians are included in an appendix. For this edition the author has updated the entire work, adding new entries, correcting errors and improving the illustrations.