Artificial Intelligence A Modern Approach

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Artificial Intelligence: A Modern Approach
AuthorStuart J. Russell and Peter Norvig
LanguageEnglish
GenreComputer science
PublisherPrentice Hall
Publication date
2009 (3rd Ed.)
Pages1152 (3rd Ed.)
ISBN0-13-604259-7
OCLC359890490
006.3 20
LC ClassQ335 .R86 1995

Artificial Intelligence: A Modern Approach (AIMA) is a university textbook on artificial intelligence, written by Stuart J. Russell and Peter Norvig. It was first published in 1995 and the third edition of the book was released 11 December 2009. It is used in over 1350 universities worldwide[1] and has been called 'the most popular artificial intelligence textbook in the world'.[2] It is considered the standard text in the field of artificial intelligence.[3]

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Artificial Intelligence: A Modern Approach by Stuart Russell and Peter Norvig. Overview These slides are a fairly faithful LaTeX reproduction of handwritten slides used at Berkeley for the last two years. The undergraduate AI course at Berkeley lasts fifteen weeks. With one midterm exam and one public holiday, there are usually 28 lectures of. Artificial Intelligence: A Modern Approach by Stuart Russel and Peter Norvig is book introducing the reader to a wide range of AI topics. From the traditional Search problems to Natural Language Processing, this book has it all. It brims with a lot of detail and is suited to anyone with an interest in AI.

The book is intended for an undergraduate audience but can also be used for graduate-level studies with the suggestion of adding some of the primary sources listed in the extensive bibliography.

Editions[edit]

  1. Artificial Intelligence: A Modern Approach (AIMA) is a university textbook on artificial intelligence, written by Stuart J. Russell and Peter Norvig. It was first published in 1995 and the third edition of the book was released 11 December 2009.
  2. 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.
  • 1st 1995, red cover
  • 2nd 2003
  • 3rd 2009 (as illustrated)

Structure of 3rd edition[edit]

Artificial Intelligence: A Modern Approach is divided into seven parts with a total of 27 chapters.[4] The authors state that it is a large text which would take two semesters to cover all the chapters and projects.

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Artificial Intelligence A Modern Approach
  • Part I: Artificial Intelligence - Sets the stage for the following sections by viewing AI systems as intelligent agents that can decide what actions to take and when to take them.
  • Part II: Problem-solving - Focuses on methods for deciding what action to take when needing to think several steps ahead such as playing a game of chess.
  • Part III: Knowledge, reasoning, and planning - Discusses ways to represent knowledge about the intelligent agents' environment and how to reason logically with that knowledge.
  • Part IV: Uncertain knowledge and reasoning - This section is analogous to Parts III, but deals with reasoning and decision-making in the presence of uncertainty in the environment.
  • Part V: Learning - Describes ways for generating knowledge required by the decision-making components and introduces a new component: the artificial neural network
  • Part VI: Communicating, perceiving, and acting - Concentrates on ways an intelligent agent can perceive its environment whether by touch or vision.
  • Part VII: Conclusions - Considers the past and future of AI by discussing what AI really is and why it has succeeded to some degree. Also discusses the views of those philosophers who believe that AI can never succeed.

Code[edit]

Programs in the book are presented in pseudo code with implementations in Java, Python, and Lisp available online.[5] There are also unsupported implementations in Prolog, C++, C#, and several other languages. A github repository exists that is dedicated to implementations of the subject material.

References[edit]

  1. ^'1178 Schools That Have Adopted AIMA'. Retrieved 2010-04-11.
  2. ^Kevin Gold (6/21/2011). 'Norvig vs. Chomsky and the Fight for the Future of AI'.Tor Books Blog.
  3. ^[1]
  4. ^'Table of Contents for AI: A Modern Approach'. Retrieved 2010-04-11.
  5. ^'Online Code Repository'. Retrieved 2010-04-11.

Artificial Intelligence A Modern Approach 3rd Edition Solutions

External links[edit]

  • 'AIMA' (1st ed.). S Russell.
  • 'AIMA'. Computer Science Division (3rd ed.). Berkeley CoE.


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