New American Streamline Departures - Beginner PDF Download
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Author: G. Jay Kerns Publisher: Lulu.com ISBN: 0557249791 Category : Education Languages : en Pages : 388
Book Description
This is a textbook for an undergraduate course in probability and statistics. The approximate prerequisites are two or three semesters of calculus and some linear algebra. Students attending the class include mathematics, engineering, and computer science majors.
Author: Richard S. Sutton Publisher: MIT Press ISBN: 0262352702 Category : Computers Languages : en Pages : 549
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: Geert Lovink Publisher: John Wiley & Sons ISBN: 1509507779 Category : Social Science Languages : en Pages : 260
Book Description
Social Media Abyss plunges into the paradoxical condition of the new digital normal versus a lived state of emergency. There is a heightened, post-Snowden awareness; we know we are under surveillance but we click, share, rank and remix with a perverse indifference to technologies of capture and cultures of fear. Despite the incursion into privacy by companies like Facebook, Google and Amazon, social media use continues to be a daily habit with shrinking gadgets now an integral part of our busy lives. We are thrown between addiction anxiety and subliminal, obsessive use. Where does art, culture and criticism venture when the digital vanishes into the background? Geert Lovink strides into the frenzied social media debate with Social Media Abyss - the fifth volume of his ongoing investigation into critical internet culture. He examines the symbiotic yet problematic relation between networks and social movements, and further develops the notion of organized networks. Lovink doesn't just submit to the empty soul of 24/7 communication but rather provides the reader with radical alternatives. Selfie culture is one of many Lovink's topics, along with the internet obsession of American writer Jonathan Franzen, the internet in Uganda, the aesthetics of Anonymous and an anatomy of the Bitcoin religion. Will monetization through cybercurrencies and crowdfunding contribute to a redistribution of wealth or further widen the gap between rich and poor? In this age of the free, how a revenue model of the 99% be collectively designed? Welcome back to the Social Question.
Author: Paul D. Leedy Publisher: ISBN: 9781292021171 Category : Research Languages : en Pages : 384
Book Description
For undergraduate or graduate courses that include planning, conducting, and evaluating research. A do-it-yourself, understand-it-yourself manual designed to help students understand the fundamental structure of research and the methodical process that leads to valid, reliable results. Written in uncommonly engaging and elegant prose, this text guides the reader, step-by-step, from the selection of a problem, through the process of conducting authentic research, to the preparation of a completed report, with practical suggestions based on a solid theoretical framework and sound pedagogy. Suitable as the core text in any introductory research course or even for self-instruction, this text will show students two things: 1) that quality research demands planning and design; and, 2) how their own research projects can be executed effectively and professionally.
Author: Bernard Hartley
Author: Bernard Hartley
Author: Nick Park
Author: Bernard Hartley
Author: G. Jay Kerns
Author: Richard S. Sutton
Author: Geert Lovink
Author: Virginia Allum
Author: Peter Viney
Author: Bruce Hallberg
Author: Paul D. Leedy