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Probably Approximately Correct: Nature's Algorithms for Learning and Prospering in a Complex World

Probably Approximately Correct: Nature's Algorithms for Learning and Prospering in a Complex World


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From a leading computer scientist, a unifying theory that will revolutionize our understanding of how life evolves and learns.How does life prosper in a complex and erratic world? While we know that nature follows patterns—such as the law of gravity—our everyday lives are beyond what known science can predict. We nevertheless muddle through even in the absence of theories of ...



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Manufacturer: Basic Books
Written By: Leslie Valiant


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How to Create a Mind: The Secret of Human Thought Revealed

How to Create a Mind: The Secret of Human Thought Revealed


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The bold futurist and bestselling author explores the limitless potential of reverse-engineering the human brain Ray Kurzweil is arguably today’s most influential—and often controversial—futurist. In How to Create a Mind, Kurzweil presents a provocative exploration of the most important project in human-machine civilization—reverse engineering the brain to ...



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Manufacturer: Viking Adult
Written By: Ray Kurzweil


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Pattern Recognition and Machine Learning (Information Science and Statistics)

Pattern Recognition and Machine Learning (Information Science and Statistics)


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This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or ...



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Manufacturer: Springer
Written By: Christopher M. Bishop


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Artificial Intelligence: A Modern Approach (3rd Edition)

Artificial Intelligence: A Modern Approach (3rd Edition)


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Artificial Intelligence: A Modern Approach, 3e offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. Number one in its field, this textbook is ideal for one or two-semester, undergraduate or graduate-level courses in Artificial Intelligence. Dr. Peter Norvig, contributing ...



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Manufacturer: Prentice Hall
Written By: Stuart Russell, Peter Norvig


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The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)


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During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. ...



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Manufacturer: Springer
Written By: Trevor Hastie, Robert Tibshirani, Jerome Friedman


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Probabilistic Graphical Models: Principles and Techniques (Adaptive Computation and Machine Learning series)

Probabilistic Graphical Models: Principles and Techniques (Adaptive Computation and Machine Learning series)


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Most tasks require a person or an automated system to reason--to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned ...



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Manufacturer: The MIT Press
Written By: Daphne Koller, Nir Friedman


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Programming Game AI by Example

Programming Game AI by Example


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Programming Game AI by Example provides a comprehensive and practical introduction to the bread and butter AI techniques used by the game development industry, leading the reader through the process of designing, programming, and implementing intelligent agents for action games using the C++ programming language. Techniques covered include state- and goal-based behavior, inter-agent communication, ...



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Manufacturer: Jones & Bartlett Publishers
Written By: Mat Buckland


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Semantic Web for the Working Ontologist, Second Edition: Effective Modeling in RDFS and OWL

Semantic Web for the Working Ontologist, Second Edition: Effective Modeling in RDFS and OWL


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Semantic Web models and technologies provide information in machine-readable languages that enable computers to access the Web more intelligently and perform tasks automatically without the direction of users. These technologies are relatively recent and advancing rapidly, creating a set of unique challenges for those developing applications. Semantic Web for the Working ...



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Manufacturer: Morgan Kaufmann
Written By: Dean Allemang, James Hendler


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Introduction to Autonomous Mobile Robots (Intelligent Robotics and Autonomous Agents series)

Introduction to Autonomous Mobile Robots (Intelligent Robotics and Autonomous Agents series)


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Mobile robots range from the Mars Pathfinder mission's teleoperated Sojourner to the cleaning robots in the Paris Metro. This text offers students and other interested readers an introduction to the fundamentals of mobile robotics, spanning the mechanical, motor, sensory, perceptual, and cognitive layers the field comprises. The text focuses on mobility itself, offering an overview of the ...



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Manufacturer: The MIT Press
Written By: Roland Siegwart, Illah Reza Nourbakhsh, Davide Scaramuzza


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Machine Learning

Machine Learning


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This exciting addition to the McGraw-Hill Series in Computer Science focuses on the concepts and techniques that contribute to the rapidly changing field of machine learning--including probability and statistics, artificial intelligence, and neural networks--unifying them all in a logical and coherent manner. Machine Learning serves as a useful reference tool for software developers and ...



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Manufacturer: McGraw-Hill Science/Engineering/Math
Written By: Tom M. Mitchell


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