intelligent systems, elon musk computer science, · 2017. 8. 14. · the stuff of bits an essay on...

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The MIT Press One Rogers Street Cambridge MA 02142-1209 USA Nonprofit Org. US Postage PAID Permit No. 54518 Boston, MA 02142 Deep Learning Ian Goodfellow, OpenAI; Yoshua Bengio, Université de Montréal; and Aaron Courville, Université de Montréal An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject. It provides much- needed broad perspective and mathematical preliminaries for software engineers and students entering the field, and serves as a reference for authorities.” Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX February 2017 | 800 pp. | 66 color, 100 b&w illus. | $80.00/£66.95 | 978-0-262-03561-3 Adaptive Computation and Machine Learning series New Textbooks from The MIT Press Fundamental Proof Methods in Computer Science A Computer-Based Approach Konstantine Arkoudas, Bloomberg and David Musser, Rensselaer Polytechnic Institute A textbook that teaches students to read and write proofs using Athena. February 2017 | 976 pp. | 28 b&w illus. | $60.00/£49.95 978-0-262-03553-8 NEW TITLES FROM THE MIT PRESS 2017 COMPUTER SCIENCE, INTELLIGENT SYSTEMS, & ENGINEERING 25% Discount Offer Introduction to Embedded Systems A Cyber-Physical Systems Approach SECOND EDITION Edward A. Lee, University of California, Berkeley and Sanjit A. Seshia, University of California, Berkeley An introduction to the engineering principles of embedded systems, with a focus on modeling, design, and analysis of cyber-physical systems. February 2017 | 568 pp. | paper | $50.00/£41.95 978-0-262-53381-2 Real-World Algorithms A Beginner’s Guide Panos Louridas, Athens University of Economics and Business An introduction to algorithms for readers with no background in advanced math- ematics or computer science, emphasiz- ing examples and real-world problems. April 2017 | 528 pp. | 286 b&w illus. | $45.00/£37.95 978-0-262-03570-5 Introduction to Computation and Programming Using Python With Application to Understanding Data SECOND EDITION John V. Guttag, MIT The new edition of an introductory text that teaches students the art of computational problem solving, covering topics ranging from simple algorithms to information visualization. September 2016 | 472 pp. | 258 figures | paper $45.00/£37.95 978-0-262-52962-4 Examination copies are available to qualified instructors. We provide complimentary examination copies of up to two titles at one time (per semester). Desk copies are provided on a complimentary basis to professors who have already adopted a text for course use and placed an order with a university or local bookstore for the texts. For more information please go to our website: http://mitpress.mit.edu/services/instructors MIT Press textbooks are also available through our e-textbook rental program. For further details please go to: http://mitpress.mit.edu/etext_rental Discount offers do not apply to e-rental.

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Page 1: INTELLIGENT SYSTEMS, Elon Musk COMPUTER SCIENCE, · 2017. 8. 14. · The Stuff of Bits An Essay on the Materialities of Information Paul Dourish, University of California, Irvine

The MIT PressOne Rogers StreetCambridge MA 02142-1209USA

Nonprofit Org.

US Postage

PAID

Permit No. 54518

Boston, MA 02142Deep Learning Ian Goodfellow, OpenAI; Yoshua Bengio, Université de Montréal; and Aaron Courville, Université de MontréalAn introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

“Written by three experts in the � eld, Deep Learning is the only comprehensive book on the subject. It provides much-needed broad perspective and mathematical preliminaries for software engineers and students entering the � eld, and serves as a reference for authorities.”

—Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX

February 2017 | 800 pp. | 66 color, 100 b&w illus. | $80.00/£66.95 | 978-0-262-03561-3 Adaptive Computation and Machine Learning series

New Textbooks from The MIT Press

Fundamental Proof Methods in Computer ScienceA Computer-Based ApproachKonstantine Arkoudas, Bloomberg and David Musser, Rensselaer Polytechnic InstituteA textbook that teaches students to read and write proofs using Athena.February 2017 | 976 pp. | 28 b&w illus. | $60.00/£49.95 978-0-262-03553-8

NEW TITLES FROM THE MIT PRESS2017

COMPUTER SCIENCE, INTELLIGENT SYSTEMS, & ENGINEERING

25% Discount

Offer

learning techniques used in industry, and research perspectives.

New Textbooks from The MIT Press

Introduction to Embedded SystemsA Cyber-Physical Systems ApproachSECOND EDITIONEdward A. Lee, University of California, Berkeley and Sanjit A. Seshia, University of California, BerkeleyAn introduction to the engineering principles of embedded systems, with a focus on modeling, design, and analysis of cyber-physical systems.February 2017 | 568 pp. | paper | $50.00/£41.95978-0-262-53381-2

Real-World AlgorithmsA Beginner’s GuidePanos Louridas, Athens University of Economics and BusinessAn introduction to algorithms for readers with no background in advanced math-ematics or computer science, emphasiz-ing examples and real-world problems.April 2017 | 528 pp. | 286 b&w illus. | $45.00/£37.95978-0-262-03570-5

Introduction to Computation and Programming Using PythonWith Application to Understanding DataSECOND EDITIONJohn V. Guttag, MITThe new edition of an introductory text that teaches students the art of computational problem solving, covering topics ranging from simple algorithms to information visualization.September 2016 | 472 pp. | 258 fi gures | paper$45.00/£37.95 978-0-262-52962-4

Examination copies are available to qualifi ed instructors. We provide complimentary examination copies of up to two titles at one time (per semester). Desk copies are provided on a complimentary basis to professors who have already adopted a text for course use and placed an order with a university or local bookstore for the texts. For more information please go to our website: http://mitpress.mit.edu/services/instructors

MIT Press textbooks are also available through our e-textbook rental program. For further details please go to: http://mitpress.mit.edu/etext_rentalDiscount offers do not apply to e-rental.

Page 2: INTELLIGENT SYSTEMS, Elon Musk COMPUTER SCIENCE, · 2017. 8. 14. · The Stuff of Bits An Essay on the Materialities of Information Paul Dourish, University of California, Irvine

Perturbations, Optimization, and Statisticsedited by Tamir Hazan, Technion, Israel Institute of Technology; George Papandreou, Google; and Daniel Tarlow, Microsoft Research (Cambridge, UK)A description of perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees.February 2017 | 412 pp. | 174 b&w illus. | $60.00/£49.95 978-0-262-03564-4Neural Information Processing series

Reasoning About UncertaintySecond EditionJoseph Y. Halpern, Cornell UniversityFormal ways of representing uncertainty and various logics for reasoning about it; updated with new material on weighted probability measures, complexity-theoretic considerations, and other topics.May 2017 | 504 pp. | 18 b&w illus. | paper | $65.00/£54.95 978-0-262-53380-5

Programmed InequalityHow Britain Discarded Women Technologists and Lost its Edge in Computing Marie Hicks, Illinois Institute of TechnologyHow Britain lost its early dominance in computing by systematically discriminating against its most quali� ed workers: women.March 2017 | 352 pp. | 29 b&w illus. | $40.00/£32.95978-0-262-03554-5History of Computing series

Coding LiteracyHow Computer Programming is Changing WritingAnnette Vee, University of PittsburghHow the theoretical tools of literacy help us understand programming in its historical, social and conceptual contexts.June 2017 | 376 pp. | 10 b&w illus. | $34.00/£27.95978-0-262-03624-5Software Studies series

The Stuff of BitsAn Essay on the Materialities of InformationPaul Dourish, University of California, IrvineAn argument that the material arrangements of information—how it is represented and interpreted—matter signi� cantly for our experience of information and information systems.May 2017 | 256 pp. | 11 b&w illus. | $35.00/£27.95 978-0-262-03620-7

Common Sense, the Turing Test, and the Quest for Real AI Hector J. Levesque, Professor Emeritus, University of TorontoWhat arti� cial intelligence can tell us about the mind and intelligent behavior.March 2017 | 192 pp. | 3 fi gures | $23.95/£19.95978-0-262-03604-7

The Digital MindHow Science is Rede� ning HumanityArlindo Oliveira, Instituto Superior Técnico (Técnico Lisboa)How developments in science and technol-ogy may enable the emergence of purely digital minds—intelligent machines equal to or greater in power than the human brain.April 2017 | 334 pp. | 48 b&w illus. | $29.95/£24.95 978-0-262-03603-0

Now Available in Paperback

Turing’s VisionThe Birth of Computer Science Chris Bernhardt, Fair� eld UniversityTuring’s fascinating and remarkable theory, which now forms the basis of computer science, explained for the general reader.May 2017 | 208 pp. | 15 b&w illus. | paper | $18.95/£14.95978-0-262-53351-5(Cloth 2016)

Machine LearningThe New AIEthem Alpaydin, Boğaziçi UniversityA concise overview of machine learning—computer programs that learn from data—which underlies applications that include recommendation systems, face recognition, and driverless cars.October 2016 | 224 pp. | 10 b&w illus. | paper $15.95/£11.95 | 978-0-262-52951-8 The MIT Press Essential Knowledge series

Software Design Decoded66 Ways Experts ThinkMarian Petre, The Open University and André van der Hoek, University of California, Irvine Illustrations by Yen QuachAn engaging, illustrated collection of insights revealing the practices and principles that expert software designers use to create great software.October 2016 | 184 pp. | 66 b&w illus. | $19.95/£14.95 978-0-262-03518-7

Is the Universe a Hologram? Scientists Answer the Most Provocative QuestionsAdolfo PlasenciaForeword by Tim O’ReillyQuestions about the physical world, the mind, and technology in conversations that reveal a rich seam of interacting ideas.May 2017 | 432 pp. | 35 b&w illus. | $29.95/£24.95978-0-262-03601-6

Perspectives in Space Surveillanceedited by Ramaswamy Sridharan, MIT Lincoln Laboratory; and Antonio F. Pensa, MIT Lincoln LaboratoryThe development of deep space surveillance technology and its later application to near-Earth surveillance, covering work at Lincoln Laboratory from 1970 to 2000.April 2017 | 392 pp. | 220 color, 15 b&w illus.$125.00/£104.95 | 978-0-262-03587-3MIT Lincoln Laboratory series

Now Available in Paperback

Engineering a Safer WorldSystems Thinking Applied to SafetyNancy G. Leveson, MITA new approach to safety, based on systems thinking, that is more effective, less costly, and easier to use than current techniques.March 2017 | 560 pp. | 113 b&w illus. | paper $35.00/£27.95 | 978-0-262-53369-0(Cloth 2012)Engineering Systems series

Now Available in Paperback

Engineering SystemsMeeting Human Needs in a Complex Technological WorldOlivier L. de Weck, MIT; Daniel Roos, MIT; and Christopher L. Magee, MITForeword by Charles M. Vest, MITAn overview of engineering systems that describes the new challenges posed for twenty-� rst-century engineers by today’s highly complex sociotechnical systems.2016 | 232 pp. | 34 b&w illus., 5 tables paper | $24.00/£19.95 | 978-0-262-52994-5 (Cloth 2011)Engineering Systems series

What Algorithms WantImagination in the Age of ComputingEd Finn, Arizona State UniversityThe gap between theoretical ideas and messy reality, as seen in Neal Stephenson, Adam Smith, and Star Trek.March 2017 | 272 pp. | 17 b&w illus. | $29.95/£24.95978-0-262-03592-7

RobotsJohn M. Jordan, Smeal College of Business at Penn State UniversityNovember 2016 | 272 pp. | paper | $15.95/£11.95 978-0-262-52950-1The MIT Press Essential Knowledge series

Cloud Computing For Machine Learning and Cognitive ApplicationsKai Hwang, University of Southern CaliforniaThe � rst textbook to teach students how to build data analytic solutions on large data sets using cloud-based technologies.

“An essential and tested text with problems and design projects that will become a criti-cal reference. Kai Hwang covers the stack from the service models; through the Inter-net of Things; to the analytics and machine learning afforded by the cloud.”—Gordon Bell, Researcher Emeritus, Microsoft2017 | 624 pp. | 273 b&w illus., 98 tables$110.00/£91.95 | 978-0-262-03641-2

Actual CausalityJoseph Y. Halpern, Cornell UniversityA new approach for de� ning causality and such related notions as degree of responsibility, degrees of blame, and causal explanation.

“How do we decide that someone is to blame for some misfortune, or that someone deserves credit for a favorable turn of events? Answering these questions and others depends on understanding how people represent and reason about the causal structure underlying specifi c events. The problem has plagued philosophers, legal and moral theorists, as well as psychol-ogists. Recent years have seen enormous progress on this problem by using structural equations to model causal structure and defi ning causal relations in terms of counter-factuals. Much of this progress is due to the seminal work of Joe Halpern. His theories of blame and responsibility assignment and epistemic explanation are developed and expounded with full formal rigor in this semi-nal contribution.”—Steven Sloman, Professor, Brown UniversitySeptember 2016 | 240 pp. | $50.00/£41.95 978-0-262-03502-6

Modeling and Simulating Software ArchitecturesThe Palladio ApproachRalf H. Reussner, Steffen Becker, Jens Happe, Robert Heinrich, Anne Koziolek, Heiko Koziolek, Max Kramer and Klaus KrogmannA new, quantitative architecture simulation approach to software design that circum-vents costly testing cycles by modeling quality of service in early design states.November 2016 | 400 pp. | 98 b&w illus. $59.00/£49.95 | 978-0-262-03476-0

Photo ForensicsHany Farid, Dartmouth CollegeThe � rst comprehensive and detailed pre-sentation of techniques for authenticating digital images.

“Photo Forensics [is] likely to become the bible of the fi eld.”—EnterpriseDecember 2016 | 336 pp. | 207 color photos, 74 halftones | $75.00/£62.95 | 978-0-262-03534-7

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