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G5AIAI Introduction to Artificial Intelligence

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Title: G5AIAI Introduction to Artificial Intelligence


1
G5AIAIIntroduction to Artificial Intelligence
  • Graham Kendall

History
2
Predictions
  • Within 10 years a computer will be a chess
    champion
  • Herbert Simon, 1958
  • Conversion from Russian to English, when
    presented with
  • The spirit is willing but the flesh is weak
    produced
  • The vodka is good but the meat is rotten
  • National Research Council, 1957

3
Why do we need AI anyway?
4
The Travelling Salesman Problem
  • A salesperson has to visit a number of cities
  • (S)He can start at any city and must finish at
    that same city
  • The salesperson must visit each city only once
  • The number of possible routes is (n!)/2

5
Combinatorial Explosion
A 10 city TSP has 181,000 possible solutions A 20
city TSP has 10,000,000,000,000,000 possible
solutions A 50 City TSP has 100,000,000,000,000,00
0,000,000,000,000,000,000,000,000,000,000,000,000,
000,000,000 possible solutions
There are 1,000,000,000,000,000,000,000 litres of
water on the planet
Mchalewicz, Z, Evolutionary Algorithms for
Constrained Optimization Problems, CEC 2000
(Tutorial)
6
Combinatorial Explosion - Towers of Hanoi
7
Combinatorial Explosion - Towers of Hanoi
8
Combinatorial Explosion - Towers of Hanoi
9
Combinatorial Explosion - Towers of Hanoi
10
Combinatorial Explosion - Towers of Hanoi
11
Combinatorial Explosion - Towers of Hanoi
12
Combinatorial Explosion - Towers of Hanoi
13
Combinatorial Explosion - Towers of Hanoi
14
Combinatorial Explosion - Towers of Hanoi
  • The original problem was stated that a group of
    tibetan monks had to move 64 gold rings which
    were placed on diamond pegs.
  • When they finished this task the world would end.
  • Assume they could move one ring every second (or
    more realistically every five seconds).
  • How long till the end of the world?

15
Combinatorial Explosion - Towers of Hanoi
  • gt 500,000 years!!!!! Or 3 Trillion years
  • Using a computer we could do many more moves than
    one second so go and try implementing the 64
    rings towers of hanoi problem.
  • If you are still alive at the end, try 1,000
    rings!!!!

16
Combinatorial Explosion - Optimization
  • Optimize f(x1, x2,, x100)
  • where f is complex and xi is 0 or 1
  • The size of the search space is 2100 ? 1030
  • An exhaustive search is not an option
  • At 1000 evaluations per second
  • Start the algorithm at the time the universe was
    created
  • As of now we would have considered 1 of all
    possible solutions

17
Combinatorial Explosion
18
Combinatorial Explosion
Running on a computer capable of 1 million
instructions/second
Ref Harel, D. 2000. Computer Ltd. What they
really cant do, Oxford University Press
19
Alan Turing
  • Founder of computer science, mathematician,
    philosopher and code breaker

20
Alan Turing
  • 1939-40 Devises the Bombe, machine for Enigma
    decryption
  • 1947-48 Papers on programming, neural nets, and
    prospects for artificial intelligence
  • 1948 Manchester University
  • 1950 Philosophical paper on machine
    intelligence the Turing Test
  • 1954 (7 June) Death by cyanide poisoning,
    Wilmslow, Cheshire
  • 1912 (23 June) Birth, Paddington, London
  • 1931-34 Undergraduate at King's College,
    Cambridge University
  • 1935 Elected fellow of King's College, Cambridge
  • 1936 The Turing machine On Computable
    Numbers... Submitted
  • 1936-38 At Princeton University. Ph.D. Papers in
    logic, algebra, number theory
  • 1938-39 Return to Cambridge. Introduced to
    German Enigma cipher problem

21
The Turing Test
  • Proposed by Alan Turing in 1950
  • Suggested as a way of saying when we could
    consider computers to be intelligent
  • You need to read and understand The Turing Test

22
The Chinese Room
  • If the Turing Test was passed Turing would
    conclude that the machine was intelligent
  • In 1980 John Searle devised a thought experiment
    which he called the Chinese Room (Searle, 1980)
  • Searle, J.R. 1980. Minds, brains and programs.
    Behavioural and Brain Sciences, 3 417-457, 1980

23
The Chinese Room
  • You need to read and understand the Chinese Room
  • You need to be able to have an opinion about The
    Turing Test and Chinese Room

24
Landmarks in AI
  • Physical Symbol System Hypothesis
  • ELIZA (A Therapist)
  • MYCIN (First Expert System)
  • Means End Analysis (Exploits Forward and
    Backwards Chaining)

25
Summary
  • Understand what is meant by combinatorial
    explosion (esp. wrt TSP).
  • The Turing Test (Read the paper)
  • The Chinese Room (Read the paper)
  • Be able to recognise the relationship between The
    Turing Test and The Chinese Room
  • Landmarks in AI History
  • Read Chapter 1 of AIMA

26
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