foundations of mathematical logic,
production systems,
reactive agents,
In addition to the purely theoretical part, ...
Artificial intelligence- the question to which the book of Stuart Russell and Peter Norvig "AIMA" ("Artificial Intelligence: A Modern Approach") is devoted - "Artificial Intelligence: A Modern Approach". The core theme of AIMA is the idea of an intelligent agent. The pages of this publication contain
foundations of mathematical logic,
probability theory, theory of continuous functions,
the essence of such concepts as "perception", "reasoning", "learning" and "action" is revealed.
Stuart Russell and Peter Norvig define artificial intelligence as the science of agents that receive from their environment the results of percepts and perform appropriate actions. The authors consider various ways of representing the functions implemented by agents, among which
production systems,
reactive agents,
conditional schedulers in real time,
neural networks and systems based on decision theory.
In addition to the purely theoretical part, "AIMA" contains many examples of algorithms, versions of which, implemented in various programming languages, can be found on the Internet resource accompanying the book (http://aima.cs.berkeley.edu/translations.html).
Peter Norvig, one of the book's co-authors, is a division director at Google.
A well-known expert shares his experience, gives professional advice and helps all interested readers make a journey in search of the electronic Grail, whose name is artificial intelligence.
AIMA is written in an understandable and accessible language and is an excellent tool for university students, students of specialized courses, graduate students, programmers studying artificial intelligence. In addition, the book will be very useful for intellectual software developers and professionals who want to expand the scope of their chosen specialty.
2nd edition.
Name: Artificial intelligence: a modern approach
Author: Stuart Russell and Peter Norvig
Publisher: M.: Publishing house "Williams"
Year: 2006
Pages: 1410
Format: Djvu
Size: 17.3 Mb
Quality: Scanned pages + OCR layer
Russian language
Circulation 3000 copies.
The book presents all the modern achievements and outlines the ideas that have been formulated in research conducted over the past fifty years, as well as collected over two millennia in areas of knowledge that have become an impetus for the development of artificial intelligence as the science of designing rational agents. The theoretical description is illustrated by numerous algorithms, implementations of which are available as ready-made programs in several programming languages on the Web site that accompanies the book.
The book is intended for use in a basic university course or in a sequence of specialty courses. It is applicable as the main reference for graduate students specializing in the field of artificial intelligence, and will also be of interest to professionals who wish to go beyond their chosen specialty. Thanks to the crystal clarity and clarity of the presentation, it can well be attributed to the best examples popular science literature.
Preface 24
About the authors 31
Part I. Artificial intelligence 33
Chapter 1 Introduction 34
Chapter 2. Intelligent Agents 75
Part I: Problem Solving 109
Chapter 3 Solving Problems Through Search 110
Chapter 4 Informed Search and State Space Exploration 153
Chapter 5 Constraint Satisfaction Problems 209
Chapter 6. Search in the face of opposition 240
Part III. Knowledge and reasoning 281
Chapter 7 Logical Agents 282
Chapter 8 First Order Logic 341
Chapter 9
Chapter 10 Knowledge Representation 440
Part IV. Planning 511
Chapter 11 Planning Basics 512
Chapter 12 real world 564
Part V. Uncertain knowledge and reasoning in conditions
UNCERTAINTY 621
Chapter 13
Chapter 14
Chapter 15
Chapter 16
Chapter 17 Making Difficult Decisions 815
Part VI. Training 863
Chapter 18 Observational Learning 864
Chapter 19
Chapter 20 Statistical Methods learning 945
Chapter 21 Reinforcement Learning 1010
Part VII. Communication, perception and implementation of actions 1045
Chapter 22
Chapter 23
Chapter 24 - Perception 1141
Chapter 25
Part VIII. Conclusion 1247
Chapter 26 Philosophical foundations 1248
Chapter 27
Appendix A. Mathematical Fundamentals 1288
Appendix B General information about languages and algorithms,
used in the book 1297
Literature 1302
Index 1373
Available in formats: epub | PDF | FB2
Pages: 1408
The year of publishing: 2017
Language: Russian
Artificial intelligence is the subject of the book ARTIFICIAL INTELLIGENCE by Stuart Russell and Peter Norvig. MODERN APPROACH. The core theme is the idea of an intelligent agent. On the pages of this edition are stated: the foundations of mathematical logic, probability theory, theory of continuous functions; the essence of such concepts as "perception", "reasoning", "learning" and "action" is revealed. Stuart Russell and Peter Norvig define artificial intelligence as the science of agents that receive from their environment the results of percepts and perform appropriate actions. The authors consider a variety of ways to represent the functions implemented by agents, including: production systems, reactive agents, real-time conditional schedulers, neural networks and systems based on decision theory. In addition to the purely theoretical part, there are many examples of algorithms, versions of which, implemented in various programming languages, can be found on the Internet resource that accompanies the book. Peter Norvig, one of the book's co-authors, is a division director at Google. A well-known expert shares his experience, gives professional advice and helps all interested readers make a journey in search of the electronic Grail, whose name is artificial intelligence. The book is written in an understandable and accessible language and is an excellent guide for university students, students of specialized courses, graduate students, programmers studying artificial intelligence. In addition, the book will be very useful for intellectual software developers and professionals who want to expand the scope of their chosen specialty.
Reviews
Anastasia, Astrakhan, 13.11.2017
I have been looking for "Artificial Intelligence. A Modern Approach" for a long time to download it completely from the site for free. In most sites, it was exposed for download in fragments. Thank you for making it possible to read everything in its entirety and on different topics.
Damir, Perm, 09.05.2017
Thanks for the site. I easily found the book I needed "Artificial Intelligence. A Modern Approach", and most importantly - quickly and for free. Good luck to you!
Those who viewed this page were also interested in:
|
|
|
|
FAQ
1. Which book format should I choose: PDF, EPUB or FB2?
It all depends on your personal preferences. Today, each of these types of books can be opened both on a computer and on a smartphone or tablet. All books downloaded from our site will open and look the same in any of these formats. If you don’t know what to choose, then choose PDF for reading on a computer, and EPUB for a smartphone.
3. In which program to open the PDF file?
You can use the free Acrobat Reader to open the PDF file. It is available for download at adobe.com.
