artificial intelligence psy 152 5/17/2007. preliminary questions will this material be on the test?...
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Artificial Intelligence
PSY 152
5/17/2007
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Preliminary Questions
• Will this material be on the test?– Yes.
• Is this material in the textbook?– No.
• Will you put these slides on the course website?– Yes, eventually.
http://psy.ucsd.edu/~jasonjones/sp07psyc152.html
• What if I have a question?– Ask now or come to my office hours.
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Lecture Overview
• Why are we talking about AI in this class?
• What is AI?
• How do we know if an artifact is intelligent?
• How should we build intelligent systems?
• Is human intelligence exceptional?
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Conceptions of Intelligence:Artificial Intelligence
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Artificial Intelligence
• “the science and engineering of making intelligent machines”
• “the use of programs to enable machines to perform tasks which humans perform using their intelligence”
• “Multidisciplinary field encompassing computer science, neuroscience, philosophy, psychology, robotics, and linguistics, and devoted to the reproduction of the methods or results of human reasoning and brain activity”
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Artificial Intelligence
• “A branch of computer science whose goal is the design of machines that have attributes associated with human intelligence, such as learning, reasoning, vision, understanding speech, and, ultimately, consciousness”
• “Computer software that can mimic the learning capability of a human”
• “An algorithm by which a computer gives the illusion of thinking like a human”
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Artificial Intelligence
• Definition by consensus
• The endeavor to create artifacts that display behavior a reasonable person would describe as intelligent
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Artificial Intelligence
• Definition by example– Defeating the best human chess players– Driving hundreds of miles through the desert
unaided– Parallel parking– Chatting in internet chatrooms– Examining x-rays for tumors
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How do we know if an artifact is intelligent?
• The Turing Test
• A user chats with two unseen entities:– Human– A.I.
• The user must identify the human
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Problems with the Turing Test
• The ability to converse is only a subset of intelligence
• Some humans would not pass the Turing Test– e.g. young children or illiterate adults
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Demo
• Talking to Eliza:
• http://www-ai.ijs.si/eliza/eliza.html
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When Eliza Worksyoung woman: Men are all alike.
eliza: In what way?
young woman: They're always bugging us about something specific or other.
eliza: Can you think of a specific example?
young woman: Well, my boyfriend made me come here.
eliza: Your boyfriend made you come here?
young woman: He says I'm depressed much of the time.
eliza: I am sorry to hear you are depressed.
young woman: It's true. I'm unhappy.
eliza: Do you think coming here will help you not to be unhappy?
young woman: I need some help, that much seems certain.
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Demo
• Twenty questions
• Succeeds by limiting the scope of inquiry
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How do we know if an artifact is intelligent?
• Deep Blue defeats Gary Kasparov
• First game won: February 10, 1996
• First match won: May 11, 1997
• Kasparov suspected humans were “coaching” Deep Blue
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How do we know if an artifact is intelligent?
• Is your thermostat intelligent?• Is your dog intelligent?• When your alarm first goes off in the morning,
are you intelligent?
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How do we know if an artifact is intelligent?
• Dichotomy vs. Continuum
• Dichotomy: Is this entity intelligent – yes or no
• Continuum: Where should we place this entity on the scale of possible intelligence
Rock
Calculator
ASIMO Robot
Cat
Dog Human
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How do we know if an artifact is intelligent?
• Dichotomy vs. Continuum
• Dichotomy: Is this entity intelligent – yes or no
• Continuum: Where should we place this entity on the scale of possible intelligence
Rock
Calculator
ASIMO Robot
Cat
Dog Human
Your TA
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How should we build intelligent systems?
Jacques de Vaucanson’s duck automaton1737
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How should we build intelligent systems?
• Intelligence by design– Deep Blue does not play chess the way
humans play chess
• Intelligence by simulation– Neural networks
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How should we build intelligent systems?
Build a system to calculate the exclusive or (XOR)
A xor B
Truth Table
A B A xor B
0 0 0
0 1 1
1 0 1
1 1 0
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How should we build intelligent systems?
XOR Circuit XOR Neural Net
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How should we build intelligent systems?
Design
Pros:• Design may be “whatever
works”• Can be directly inspired by
statistics, computer science and engineering
Cons:• The “AI Effect”• Designing intelligent systems
from scratch may be more difficult than copying existing systems
Simulation
Pros:• Learning about how the brain
may work is a byproduct• Can be directly inspired by
neuroscience and psychologyCons:• Limited to biologically plausible
approaches• Computational power needed
to simulate an intelligent system may exceed power needed to simply behave intelligently
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Is human intelligence exceptional?
• Make and use tools
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Is human intelligence exceptional?
• Self-aware
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Is human intelligence exceptional?
• Use language to communicate
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Is human intelligence exceptional?
• Defeating the best human chess players
• Driving hundreds of miles through the desert unaided
• Parallel parking
• Chatting in internet chatrooms
• Examining x-rays for tumors
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Is human intelligence exceptional?
• The AI Effect – Whenever a feat of intelligence is accomplished by a man-made system, it is no longer seen as truly requiring intelligence.
"Every time we figure out a piece of it, it stops being magical; we say, Oh, that's just a computation."
Rodney Brooks
"As soon as someone gets a computer to do it, people say: 'That's not what we meant by intelligence.' People subconsciously are trying to preserve for themselves some special role in the universe."
Michael Kearns
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Demo
• Class vs. Claude Shannon’s mindreader
• http://seed.ucsd.edu/~mindreader/
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Is human intelligence exceptional?
Strong AI – It is possible for machines to truly reason, to represent and interact with the world and to become self aware.
Weak AI – The above is impossible or unattainable, and the focus should be on task-specific AI systems
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Is human intelligence exceptional?
• The Chinese Room thought experiment– John Searle (1980)
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Is human intelligence exceptional?
• Rebuttals to the Chinese Room– Perhaps the system as a whole can be said to
“understand” Chinese– Neurons don’t “understand” English
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Is human intelligence exceptional?
• Computers will reach the processing speeds necessary to simulate brains within 30 years– Raymond Kurzweil
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Is human intelligence exceptional?
• Kurzweil’s $10,000 bet that a computer will pass a rigorous form of Turing Test by 2029– http://www.longbets.org/1
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Summary
• Intelligence is better thought of as a continuum rather than a dichotomy.– The range of human intelligence is a small subset of the range of
possible intelligences
• It remains an open question whether human intelligence is exceptional in kind or only in degree.
• Creating intelligent systems can be approached through design or through simulation.– A better understanding of the concept “intelligence” will follow
from both
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Artificial Intelligence
PSY 152
5/17/2007