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  1. Deep Learning

    av Yoshua Bengio

    Inbunden, Engelska, 2016-11-18, ISBN 9780262035613
    (1 röst)

    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 on...

  2. Superintelligence

    av Nick Bostrom

    Inbunden, Engelska, 2014-07-03, ISBN 9780199678112
    (7 röster)

    This seminal book injects the topic of superintelligence into the academic and popular mainstream. What happens when machines surpass humans in general intelligence? Will artificial agents save or destroy us? In a tour de force of analytic thinkin...

  3. Hands-On Machine Learning with Scikit-Learn and TensorFlow

    av Aurelien Geron

    Häftad, Engelska, 2017-03-24, ISBN 9781491962299

    Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learni...

  4. Superintelligence

    av Nick Bostrom

    Häftad, Engelska, 2016-04-14, ISBN 9780198739838
    (1 röst)

    This seminal book injects the topic of superintelligence into the academic and popular mainstream. What happens when machines surpass humans in general intelligence? Will artificial agents save or destroy us? In a tour de force of analytic thinkin...

  5. Computer Age Statistical Inference

    av Bradley Efron

    Inbunden, Engelska, 2016-07-20, ISBN 9781107149892

    The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to...

  6. Fundamentals of Deep Learning

    av Nikhil Buduma, Nicholas Locascio

    Häftad, Engelska, 2017-06-29, ISBN 9781491925614

    With the reinvigoration of neural networks in the 2000s, deep learning has become an extremely active area of research, one that's paving the way for modern machine learning. In this practical book, author Nikhil Buduma provides examples and clear...

  7. Deep Learning

    av Josh Patterson, Adam Gibson

    Häftad, Engelska, 2017-08-19, ISBN 9781491914250

    Although interest in machine learning has reached a high point, lofty expectations often scuttle projects before they get very far. How can machine learning-especially deep neural networks-make a real difference in your organization? This hands-on...

  8. Machine Learning

    av Peter Flach

    Inbunden, Engelska, 2012-09-20, ISBN 9781107096394

    As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a ...

  9. Weapons of Math Destruction

    av Cathy O'Neil

    Häftad, Engelska, 2017-06-19, ISBN 9780141985411

    New York Times Bestseller'Fascinating and deeply disturbing' - Yuval Noah Harari, Guardian Books of the Year 'A manual for the 21st-century citizen... accessible, refreshingly critical, relevant and urgent' - Federica Cocco, Financial Times A form...

  10. An Introduction to Computational Learning Theory

    av Michael J Kearns, Umesh V Vazirani

    Inbunden, Engelska, 1994-08-01, ISBN 9780262111935

    Emphasizing issues of computational efficiency, Michael Kearns and Umesh Vazirani introduce a number of central topics in computational learning theory for researchers and students in artificial intelligence, neural networks, theoretical computer ...

  11. Machine Learning

    av Kevin P Murphy

    Inbunden, Engelska, 2012-08-24, ISBN 9780262018029
    (2 röster)

    A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, devel...

  12. Probabilistic Graphical Models

    av Daphne Koller, Nir Friedman

    Inbunden, Engelska, 2009-07-31, ISBN 9780262013192

    A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions.Most tasks require a person or an automated system to reason -- to reach conclusi...

  13. Machine Learners

    av Adrian MacKenzie

    Inbunden, Engelska, 2017-11-16, ISBN 9780262036825

    If machine learning transforms the nature of knowledge, does it also transform the practice of critical thought?Machine learning -- programming computers to learn from data -- has spread across scientific disciplines, media, entertainment, and gov...

  14. Machine Learning

    av Stephen Marsland

    Mixed media product, Engelska, 2014-10-08, ISBN 9781466583283

    A Proven, Hands-On Approach for Students without a Strong Statistical Foundation Since the best-selling first edition was published, there have been several prominent developments in the field of machine learning, including the increasing work on ...

  15. Reinforcement Learning

    av Richard S Sutton, Andrew G Barto

    Inbunden, Engelska, 1998-02-01, ISBN 9780262193986
    (2 röster)

    Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and appl...

  16. Deep Learning for Medical Image Analysis

    av S Kevin Zhou

    Häftad, Engelska, 2017-01-31, ISBN 9780128104088

    Deep learning is providing exciting solutions for medical image analysis problems and is seen as a key method for future applications. This book gives a clear understanding of the principles and methods of neural network and deep learning concepts...

  17. Gaussian Processes for Machine Learning

    av Carl Edward Rasmussen, Christopher K I Williams

    Inbunden, Engelska, 2005-11-01, ISBN 9780262182539

    A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.Gaussian processes (GPs) provide a principled, practical, probabilistic approach to...

  18. Introduction to Machine Learning

    av Ethem Alpaydin

    Inbunden, Engelska, 2014-08-22, ISBN 9780262028189

    A substantially revised third edition of a comprehensive textbook that covers a broad range of topics not often included in introductory texts.The goal of machine learning is to program computers to use example data or past experience to solve a g...

  19. Machine Learning

    av Peter Flach

    Häftad, Engelska, 2012-09-20, ISBN 9781107422223

    As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a ...

  20. An Introduction to Machine Learning

    av Miroslav Kubat

    Inbunden, Engelska, 2017-09-08, ISBN 9783319639123

    This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. The main topics include Bayesia...

  21. Mastering .NET Machine Learning

    av Jamie Dixon

    Häftad, Engelska, 2016-03-28, ISBN 9781785888403

    Master the art of machine learning with .NET and gain an insight into real-world applications. Includes ASP.NET Core 1.0 About This Book* Based on .NET framework 4.6.1, includes examples on ASP .NET 5.0* Set up your business application to start u...

  22. Learning TensorFlow

    av Tom Hope, Yehezkel S Resheff, Itay Lieder

    Häftad, Engelska, 2017-08-27, ISBN 9781491978511

    Roughly inspired by the human brain, deep neural networks trained with large amounts of data can solve complex tasks with unprecedented accuracy. This practical book provides an end-to-end guide to TensorFlow, the leading open source software libr...

  23. Grammatical Inference

    av Colin De La Higuera

    Inbunden, Engelska, 2010-04-01, ISBN 9780521763165

    The problem of inducing, learning or inferring grammars has been studied for decades, but only in recent years has grammatical inference emerged as an independent field with connections to many scientific disciplines, including bio-informatics, co...

  24. Probabilistic Reasoning in Intelligent Systems

    av Judea Pearl

    Häftad, Engelska, 1997-05-01, ISBN 9781558604797

    Probabilistic Reasoning in Intelligent Systems is a complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty. The author provides a coherent explication of probabi...

  25. The Nature of Statistical Learning Theory

    av V N Vapnik

    Inbunden, 1999-06-01, ISBN 9780387945590

    The aim of this text is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of view of function estimation based on empirical data.

  26. Statistics, Data Mining, and Machine Learning in Astronomy

    av Zeljko Ivezic, Andrew J Connolly, Jacob Vanderplas, Alexander Gray

    Inbunden, Engelska, 2014-01-12, ISBN 9780691151687

    As telescopes, detectors, and computers grow ever more powerful, the volume of data at the disposal of astronomers and astrophysicists will enter the petabyte domain, providing accurate measurements for billions of celestial objects. This book pro...

  27. Automata and Computability

    av D Kozen

    Inbunden, Engelska, 2007-07-01, ISBN 9780387949079

    This textbook provides undergraduate students with an introduction to the basic theoretical models of computability, and develops some of the model's rich and varied structure. The first part of the book is devoted to finite automata and their pro...

  28. Reasoning about Uncertainty

    av Joseph Y Halpern

    Häftad, Engelska, 2017-04-07, ISBN 9780262533805

    Formal 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.In order to deal with uncertainty intelligently, w...

  29. Real-World Machine Learning

    av Henrick Brink

    Häftad, Engelska, 2016-07-28, ISBN 9781617291920

    DESCRIPTION In a world where big data is the norm and near-real-time decisions are crucial, machine learning (ML) is a critical component of the data workflow. Machine learning systems can quickly crunch massive amounts of information to offer ins...

  30. Planning Algorithms

    av Steven M Lavalle

    Inbunden, Engelska, 2006-05-01, ISBN 9780521862059

    Planning algorithms are impacting technical disciplines and industries around the world, including robotics, computer-aided design, manufacturing, computer graphics, aerospace applications, drug design, and protein folding. This coherent and compr...