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Can computers think ? Krishnan GTC talk Sept. 18,2011
Classic book on the subject
Machines vs. Humans ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What can computers do better ? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Advertisement Will you buy ? Thinking Computer : Rs. 100,000
What is intelligence ? ,[object Object],[object Object]
Alan Turing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The imitation game ,[object Object],[object Object],[object Object]
Turing test: Distinguish man and machine What would it take for a computer’s thoughts to be indistinguishable from a human’s?
 
Chinese Room ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Chinese Room: Process ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Chinese Room: Summary ,[object Object],[object Object],[object Object]
Searle’s Claim ,[object Object],[object Object],[object Object]
Strong AI ,[object Object],[object Object],[object Object],[object Object]
Strong AI ,[object Object],[object Object],[object Object],[object Object]
Weak AI ,[object Object],[object Object],[object Object],[object Object]
What can a computer compute ? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Euclid’s algorithm This is a systematic procedure that will work for any two positive integers
David Hilbert (1862-1943) ,[object Object],[object Object],``The definitive clarification of the nature of the infinite has become necessary, not merely for the special interests of the individual sciences but for the honour of human understanding itself.''   ,[object Object]
[object Object],[object Object],[object Object],There is the problem. Seek its solution. You can find it by pure reason, for in mathematics there is no ignorabimus. Wir müssen wissen, wir werden wissen
Bertrand Russell (1872-1970) Alfred Whitehead (1861-1947) ,[object Object],[object Object],[object Object]
Kurt Gödel (1906-1978) ,[object Object],[object Object],[object Object],[object Object]
Alan Turing (1912-1954) ,[object Object],[object Object]
 
Turing machine ,[object Object],[object Object],[object Object],[object Object],[object Object]
A Turing Machine ...... ...... Tape Read-Write head Control Unit
The Tape ...... ...... Read-Write head No boundaries -- infinite length The head moves Left or Right
...... ...... Read-Write head The head at each time step: 1.  Reads a symbol 2.  Writes a symbol 3.  Moves Left or Right
...... ...... Example: Time 0 ...... ...... Time 1 1.  Reads 2.  Writes  3.  Moves Left
The Input String ...... ...... Blank symbol head Head starts at the leftmost position of the input string Input string
States & Transitions Read Write Move Left Move Right
John von Neumann architecture
Ways that the brain differs from a conventional computer: ,[object Object],[object Object],[object Object],[object Object],[object Object]
Ways that the brain differs from a conventional computer: ,[object Object],[object Object],[object Object],[object Object]
The brain’s design is a level of complexity we can manage ,[object Object],[object Object],[object Object],[object Object]
Is the brain a computer ? ,[object Object],[object Object],[object Object],[object Object]
What computers cannot do: The halting problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Penrose’s belief ,[object Object],[object Object],[object Object],[object Object],[object Object]
How are new ideas formed ,[object Object],[object Object]
How are new ideas formed ? ,[object Object],[object Object]
Further readings ,[object Object]

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Can computers think

Hinweis der Redaktion

  1. One of the greats. Prof. at Gottingen. Significant contributions to geometry, functional analysis, algebra, mathematical physics 1900 speech to International Congress of Mathematicians in Paris was a landmark - 23 problems for the new century, had a great impact on the subsequent development of the field. (e.g. decision procedure for solvability of Diophantine equations resolved negatively in 1970)
  2. Hilbert was confident that his program was achievable. Wished to tame the inifinite by concentrating on proofs (which are inherently finite)
  3. Philosopher, logician, essayist, social activist. Dismissed from Trinity after being convicted of anti-war activities and from City College, New York after public protest and a judgement that he was "morally unfit" for the post. Logicism - the theorems of mathematics are all reducible to those of logic. re. PM,it's a monumental achievement. Russell remarks that his intellect "never quite recovered from the strain of writing it" - "I have been ever since definitely less capable of dealing with difficult abstractions than before“ ‘ next to Aristotle’s Organon, it is the most influential book on logic ever written’ Some disagreement with Hilbert about the precise axioms used (esp. axiom of infinity) Theory of types leads to important ideas in modern logic and programming language design Another approach was that of the intuitionists (constructivists) such as Brouwer, who took a much harder line on the validity of proofs based on infinity and the law of the excluded middle. Although intuitionism is not a popular philosophy amongst mathematicians, it has tremendous importance in computer science.
  4. Born Brno, worked Vienna then Princeton. This was a significant blow to Hilbert’s programme, but still left open the question of decidability We’ll come back to Godel’s proof later Starved himself to death after becoming convinced that he was being poisoned.
  5. Kings undergraduate and then fellow Computability theory (this talk) Artificial intelligence (famous 1950 paper in Mind, Computing Machinery and Intelligence , the Turing test) Code breaking at Bletchley (Enigma) Early computers (Bombe,ACE) Morphogenesis (forerunner of modern non-linear dynamics pdes for growth and form) Also a world-class distance runner: 2hr46min marathon Suicide after official persecution (arrest, hormone treatment, loss of clearance) for his homosexuality
  6. In fact, Turing was just beaten to publication by Church – the editors made him revise the paper to cite Church (with whom he went to work at Princeton soon after). Church’s work uses an apparently completely different formulation of computation (actually, the one with which I work…)