Title: Manton Matthews Department of Computer Sc.
1Manton MatthewsDepartment of Computer Sc.
Engr.
How computers think but do they understand?
Scholars Day April 5, 2008
2What is Thinking?
- Merriam-Webster Definitions
- Thinking- The action of using ones mind to
produce thoughts - Can a machine think?
http//www.merriam-webster.com/dictionary/
3What is Intelligence?
- the ability to learn or understand or to deal
with new or trying situations - the ability to apply knowledge to manipulate
one's environment or to think abstractly as
measured by objective criteria (as tests)
http//www.merriam-webster.com/dictionary/
4Computers Acting Intelligently
- Interacting with humans
- Analyzing situations and making appropriate
decisions
5Examples of Intelligence? Interact with
customers in a business
- Worker must be able to
- Understand customers wishes
- Address the request
- Maybe handle the details of the sale
6More Specifically a Bank Teller
- Teller must be able to
- Understand customers wishes
- Count checks/money
- Give cash and receipts to the customer
7Computer Bank Teller
- Teller must be able to
- Understand customers wishes
- Count checks/money
- Give cash and receipts to the customer
8Chess Player
- chess is gymnastics of the mind
9Evolution of Chess Playing Computers
10Deep Blue defeats World Chess Champion
- "You have to be on full guard every move of the
game, which means it is more exhausting. I think
Deep Blue is stronger than all but a handful of
top human players." - Garry Kasparov
11Aibo
12 13Examples of Aibos thinking
- Waking up on back (114)
- Picking up the Aibone ( Aibos bone) (303/200)
- Aibo juggling ball (351/212)
- Aibo ball balancing trick (505/142)
- Time for rest and recharge. (126)
- Solving a maze (259)
- Following Directions
- Remote photographer
14Aibos maze solving
- Aibos sensors
- Solve a maze
- Walk forward till we sense an obstacle
- Pan head from left to right looking for longest
distance that is unobstructed - Turn that direction and repeat 1-3
- Else if all directions obstructed turn 180
degrees and repeat 1-3
15Email me a photo!
16Star Treks Doctor
http//en.wikipedia.org/wiki/Doctor_(Star_Trek)
17Practical Computers Acting Intelligently
- Expect computers to do some things well (even
better than a human) - Number crunching
- Combinatorial search (chess)
-
- But how about tasks requiring subjective
judgment? - Example Predict success of a student in a
training program - 1955 Paul Meehl showed simple statistical
learning algorithms out performed experts in 19
or 20 studies - Since 1999 ETS has used a program to grade essay
questions on the GMAT, 97 agreement with human
expert graders (the same as with other human
experts)
18Alan Turing
- 1912 (23 June) Birth, Paddington,
London1931-34 Undergraduate at King's College,
Cambridge University1932-35 Quantum mechanics,
probability, logic1935 Elected fellow of King's
College, Cambridge1936 The Turing machine,
computability, universal machine1936-38
Princeton University. Ph.D. Logic, algebra,
number theory1938-39 Return to Cambridge.
Introduced to German Enigma cipher
machine1939-40 The Bombe, machine for Enigma
decryption1939-42 Breaking of U-boat Enigma,
saving battle of the Atlantic1943-45 Chief
Anglo-American crypto consultant. Electronic
work.1945 National Physical Laboratory,
London1946 Computer and software design leading
the world.1947-48 Programming, neural nets, and
artificial intelligence1950 The Turing Test for
machine intelligence1954 Death (suicide) by
cyanide poisoning
19Turings Imitation Game
- Version 1
- Three participants A,B and the interrogator
- One of A and B is a woman, the other a man
- In separate rooms, communicate only through
terminal - Assuming the man tries to fool the interrogator,
can he still identify the woman? - Version 2
- Replace the man with a computer.
- Turings claim If the computer can make the
interrogator miss 50 of the time, then the
computer has acted intelligently.
20Loebner Prize
- The Loebner Prize is an annual competition that
awards prizes to the Chatterbot considered by the
judges to be the most humanlike
21John Searle's Chinese room
- Thought experiment By John Searle 1980
- to show that a symbol processing machine like a
computer can never be properly described as
understanding - Suppose a computer that behaves as if it
understands Chinese so well it passes the Turing
Test - Chinese characters ? program ? Chinese response
- ? means pages with the characters are slid under
the door - Now suppose Searle is in the room reading a book
in English that has the program instructions in
it And he follows them to produce the output
character
22But can a computer understand?
- Circle of terms revisited
- Intelligence
- Think
- Understand
- Mind
- Conscious
- This is the realm of philosophers!
23Weak AI vs Strong AI
- Weak AI hypothesis
- It is possible for a machine to act
intelligently or even less objectionable to act
as if it were intelligent. - Strong AI hypothesis
- It is possible for a machine to actually think
to understand to be conscious
24Examples of Quirkiness in Meanings
- Consider the definitions of two forms of
locomotion - flying through the air and swimming through
water. - Fly - 1 a to move in or pass through the air
with wings - So airplanes fly
- Swim - 1 a to propel oneself in water by natural
means (as movements of the limbs, fins, or tail) - But boats dont swim
Norvig and Rusell AI a Modern Approach
25So now do we agree?
- Computer can act intelligently but they cant
understand.
26The Human Mind
- How do humans
- think
- remember
- understand
27Your Brain
- 100 billion nerve cells, neurons
- Interconnections
- Neurons have
- Cell body
- Axon
- Dendrites
- Synapses
- Neuro-transmitters
- They stimulate each other by firing
28http//health.howstuffworks.com/brain1.htm
29Neurons Firing
- Neurons that fire together get better at it they
form associations
The Brain Fitness Program
30Hebbs Law
- Donald Hebb a Neuro-psychologist (1949)
- When an axon of cell A is near enough to excite
cell B and repeatedly or persistently takes part
in firing it, some growth process or metabolic
change takes place in one or both cells such that
A's efficiency, as one of the cells firing B, is
increased. - "Neurons that fire together wire together."
31Organic vs Inorganic Chemistry
- 1828 Wohler wrote
- "I must tell you that I can make urea without the
use of kidneys, either man or dog. Ammonium
cyanate is urea." - This organic synthesis dealt a severe blow to a
widespread belief called vitalism which
maintained that organic chemicals could be
modified by chemistry but could only be produced
through the agency of a vital force present in
living plants and animals.
http//www.3rd1000.com/urea/urea.htm
32Organic vs Inorganic Minds
- Can we build an artificial Neuron?
- Not yet certainly
- But artificial hearts,
- Suppose we could and further suppose that we
could replace one in the brain - And replace another
-
- Did that mind lose its ability to understand when
we replaced the first artificial neuron? the 2nd
? the last
33Moores Law 1965 for next 10 years
- The number of transistors in an Integrated
Circuit is doubling approximately every two years
http//en.wikipedia.org/wiki/Moore's_law
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