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SOME RESEARCH IN TAO-UCTSIG
Olivier Teytaud --- olivier.teytaud@gmail.com




NUTN, Tainan, 2011
Tao (Inria, Cnrs, Lri, Paris-Sud)
People:
   Permanent staff: 11
   ~22 ph.D. studs/post-docs
In Université Paris-Sud
   Largest campus in France
   Faculty of sciences: mathematics, computer science,
    physics, chemistry, biology, earth and space
    sciences ==> 12000 students
Inria affiliation:
   > 50 years old
   Devoted to research in comp. science
TAO-UCTSIG

One of the SIG (Special Interest Groups) of TAO.
I am responsible of the TAO UCT SIG.
We work on artificial intelligence.
WHAT IS ARTIFICIAL
         INTELLIGENCE ?
PROBLEMS IN WHICH COMPUTERS MAKE
 DECISIONS.
IN PARTICULAR PROBLEMS FOR WHICH
  HUMANS ARE BETTER THAN COMPUTERS.


What we do:
MATHS
CHALLENGES (GAMES)
IMPORTANT APPLICATIONS
WHAT IS ARTIFICIAL
         INTELLIGENCE ?
PROBLEMS IN WHICH COMPUTERS MAKE
 DECISIONS.
IN PARTICULAR PROBLEMS FOR WHICH
  HUMANS ARE BETTER THAN COMPUTERS.


What we do:     TODAY WE MUST HAVE FUN.
MATHS                SO I REMOVE MATHS.
CHALLENGES (GAMES)
IMPORTANT APPLICATIONS
WHAT IS ARTIFICIAL
         INTELLIGENCE ?
PROBLEMS IN WHICH COMPUTERS MAKE
 DECISIONS.
IN PARTICULAR PROBLEMS FOR WHICH
  HUMANS ARE BETTER THAN COMPUTERS.


What we do:     TODAY WE MUST HAVE FUN.
MATHS                SO I REMOVE MATHS.
CHALLENGES (GAMES)               THIS IS FUN.


IMPORTANT APPLICATIONS
WHAT IS ARTIFICIAL
         INTELLIGENCE ?
PROBLEMS IN WHICH COMPUTERS MAKE
 DECISIONS.
IN PARTICULAR PROBLEMS FOR WHICH
  HUMANS ARE BETTER THAN COMPUTERS.


What we do:     TODAY WE MUST HAVE FUN.
MATHS                SO I REMOVE MATHS.
CHALLENGES (GAMES)               THIS IS FUN.


IMPORTANT APPLICATIONS                 ALSO THIS.
TODAY


ROBOT ARM
POKEMON (PIKACHU)
URBAN RIVALS
MINESWEEPER
GO
AN INDUSTRIAL APPLICATION
Robot Arm

One of our applications: trying to control this
robot for learning from trial & error.


We have
competitions
of robot
arm control.


Join :-)
POKEMONS
                  皮卡丘
Second most lucrative video
game.

Meta-gaming: choosing your deck.
POKEMON:
2 STEPS.


METAGAMING:
 I have plenty of cards, I choose my deck.


INGAMING:
  I have a deck, I play.

==> involves partial observability
==> nice mathematics
URBAN RIVALS




17 Millions registered users. Important company.
MINESWEEPER:
- WHO HAS NEVER PLAYED
   MINESWEEPER ?
- STILL A CHALLENGE FOR
   ARTIFICIAL INTELLIGENCE.

- SURPRISINGLY, THE BEST
   MOVE IS NOT ALWAYS JUST
   A MOVE WITH MINIMUM
   PROBABILITY OF MINE.
GOOD NEWS: we had a
GAME OF GO    lot of progress with
              **generic** algorithms
(with Nutn)   (algorithms which can be
              used for many things).

              The revolution in Go which
              occurred in 2007-2009 is a
              major breakthrough in
              Artificial Intelligence.

              We'll see that in details.

              I am a little bit tired of the
              game of Go, because I
              have no recent progress,
              and recent progress in the
              community comes from Go
              expertise, which is only
              useful for Go...
Problem 2: Solving unsolved situations in Go
Now computers are much stronger than in the past.
However, they still
  misunderstand some
  trivial situations
 (in particular,
  liberty races).
You have an idea ?
 Tell me :-)
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:




              STINKY CHEESE
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:




               PASTRIES
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:




                WINE
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:



                   HIGH SPEED
                  WHEELED TRAIN
               574.8 km/h (357.2 mph).
                (commercial 330km/h)
WE WORK ON ONE OF THE MAIN
   INDUSTRIES IN FRANCE.

FRANCE IS WELL KNOWN FOR:



                           POWER
                          PLANTS
                   Nuclear stuff
                   everywhere in France.
           but you can come for tourism :-)
French energy company EDF:

- world’s largest utility company.

- 120,000+ megawatts in Europe,
      Latin America, Asia,
      the Middle-East and Africa.

- Controls companies in all
      continents.
ELECTRICITY GENERATION
ELECTRICITY GENERATION
in FRANCE




   France =
 world champion
   of nuclear
  power plant
ELECTRICITY GENERATION
in FRANCE – also hydroelectricity
FRANCE ELECTRICITY:
 CONSUMPTION
- Big consumption = winter.
- Yet, since the 2003 disaster
       (Taiwan-like heat wave in summer,
       15 000 died), air conditioning appears.
- We sell electricity in Europe
      (will increase, due to Fukushima)

==> highly dependent on
  (i) climate
  (ii) economical conditions
EUROPE ELECTRICITY: FUTURE
- French electric grid
  connected to many countries: how will
     they evolve ?

- Avoid black-out (“domino” effect on grids) ?

- Will probably increase: more in Africa
       (buying photo-voltaic, wind)

- No typhoon, no earthquake, no tsunami:
      keeping nuclear power or not ?

- Electric cars
A RISK: SOMETHING LIKE
THE 2003 BLACK OUT IN US
ANOTHER RISK: LACK OF WATER
(DROUGHT)




                   (nuclear power plants
                     cooled by water)
PLENTY OF IMPORTANT QUESTIONS:
 We have a lot of hydroelectricity.
   Hydroelectricity
      ==> water = stock of energy.

  Every day: can I use water now ?
    Or should I keep it for later (winter) ?
 Long term investments:
    which plants should I build ?
ARTIFICIAL INTELLIGENCE IS
SOOOO GOOD.
NICE AND VISIBLE CHALLENGES IN GAMES

CRITICAL APPLICATIONS:
 I had a lot of pleasure trying to make something
   useful for my country around energy. When
   you work on this, you know you work on
   something important, as everyone needs
   energy.

  Which power plants should Taiwan build ?

  How Taiwan should connect its electric grid to
   other countries so that no partner suffers from
   the connection ?

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Introduction to the TAO Uct Sig, a team working on computational intelligence, part of the TAO team

  • 1. SOME RESEARCH IN TAO-UCTSIG Olivier Teytaud --- olivier.teytaud@gmail.com NUTN, Tainan, 2011
  • 2. Tao (Inria, Cnrs, Lri, Paris-Sud) People: Permanent staff: 11 ~22 ph.D. studs/post-docs In Université Paris-Sud Largest campus in France Faculty of sciences: mathematics, computer science, physics, chemistry, biology, earth and space sciences ==> 12000 students Inria affiliation: > 50 years old Devoted to research in comp. science
  • 3. TAO-UCTSIG One of the SIG (Special Interest Groups) of TAO. I am responsible of the TAO UCT SIG. We work on artificial intelligence.
  • 4. WHAT IS ARTIFICIAL INTELLIGENCE ? PROBLEMS IN WHICH COMPUTERS MAKE DECISIONS. IN PARTICULAR PROBLEMS FOR WHICH HUMANS ARE BETTER THAN COMPUTERS. What we do: MATHS CHALLENGES (GAMES) IMPORTANT APPLICATIONS
  • 5. WHAT IS ARTIFICIAL INTELLIGENCE ? PROBLEMS IN WHICH COMPUTERS MAKE DECISIONS. IN PARTICULAR PROBLEMS FOR WHICH HUMANS ARE BETTER THAN COMPUTERS. What we do: TODAY WE MUST HAVE FUN. MATHS SO I REMOVE MATHS. CHALLENGES (GAMES) IMPORTANT APPLICATIONS
  • 6. WHAT IS ARTIFICIAL INTELLIGENCE ? PROBLEMS IN WHICH COMPUTERS MAKE DECISIONS. IN PARTICULAR PROBLEMS FOR WHICH HUMANS ARE BETTER THAN COMPUTERS. What we do: TODAY WE MUST HAVE FUN. MATHS SO I REMOVE MATHS. CHALLENGES (GAMES) THIS IS FUN. IMPORTANT APPLICATIONS
  • 7. WHAT IS ARTIFICIAL INTELLIGENCE ? PROBLEMS IN WHICH COMPUTERS MAKE DECISIONS. IN PARTICULAR PROBLEMS FOR WHICH HUMANS ARE BETTER THAN COMPUTERS. What we do: TODAY WE MUST HAVE FUN. MATHS SO I REMOVE MATHS. CHALLENGES (GAMES) THIS IS FUN. IMPORTANT APPLICATIONS ALSO THIS.
  • 8. TODAY ROBOT ARM POKEMON (PIKACHU) URBAN RIVALS MINESWEEPER GO AN INDUSTRIAL APPLICATION
  • 9. Robot Arm One of our applications: trying to control this robot for learning from trial & error. We have competitions of robot arm control. Join :-)
  • 10. POKEMONS 皮卡丘 Second most lucrative video game. Meta-gaming: choosing your deck.
  • 11. POKEMON: 2 STEPS. METAGAMING: I have plenty of cards, I choose my deck. INGAMING: I have a deck, I play. ==> involves partial observability ==> nice mathematics
  • 12. URBAN RIVALS 17 Millions registered users. Important company.
  • 13. MINESWEEPER: - WHO HAS NEVER PLAYED MINESWEEPER ? - STILL A CHALLENGE FOR ARTIFICIAL INTELLIGENCE. - SURPRISINGLY, THE BEST MOVE IS NOT ALWAYS JUST A MOVE WITH MINIMUM PROBABILITY OF MINE.
  • 14. GOOD NEWS: we had a GAME OF GO lot of progress with **generic** algorithms (with Nutn) (algorithms which can be used for many things). The revolution in Go which occurred in 2007-2009 is a major breakthrough in Artificial Intelligence. We'll see that in details. I am a little bit tired of the game of Go, because I have no recent progress, and recent progress in the community comes from Go expertise, which is only useful for Go...
  • 15. Problem 2: Solving unsolved situations in Go Now computers are much stronger than in the past. However, they still misunderstand some trivial situations (in particular, liberty races). You have an idea ? Tell me :-)
  • 16. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR:
  • 17. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR: STINKY CHEESE
  • 18. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR: PASTRIES
  • 19. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR: WINE
  • 20. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR: HIGH SPEED WHEELED TRAIN 574.8 km/h (357.2 mph). (commercial 330km/h)
  • 21. WE WORK ON ONE OF THE MAIN INDUSTRIES IN FRANCE. FRANCE IS WELL KNOWN FOR: POWER PLANTS Nuclear stuff everywhere in France. but you can come for tourism :-)
  • 22. French energy company EDF: - world’s largest utility company. - 120,000+ megawatts in Europe, Latin America, Asia, the Middle-East and Africa. - Controls companies in all continents.
  • 24. ELECTRICITY GENERATION in FRANCE France = world champion of nuclear power plant
  • 25. ELECTRICITY GENERATION in FRANCE – also hydroelectricity
  • 26. FRANCE ELECTRICITY: CONSUMPTION - Big consumption = winter. - Yet, since the 2003 disaster (Taiwan-like heat wave in summer, 15 000 died), air conditioning appears. - We sell electricity in Europe (will increase, due to Fukushima) ==> highly dependent on (i) climate (ii) economical conditions
  • 27. EUROPE ELECTRICITY: FUTURE - French electric grid connected to many countries: how will they evolve ? - Avoid black-out (“domino” effect on grids) ? - Will probably increase: more in Africa (buying photo-voltaic, wind) - No typhoon, no earthquake, no tsunami: keeping nuclear power or not ? - Electric cars
  • 28. A RISK: SOMETHING LIKE THE 2003 BLACK OUT IN US
  • 29. ANOTHER RISK: LACK OF WATER (DROUGHT) (nuclear power plants cooled by water)
  • 30. PLENTY OF IMPORTANT QUESTIONS: We have a lot of hydroelectricity. Hydroelectricity ==> water = stock of energy. Every day: can I use water now ? Or should I keep it for later (winter) ? Long term investments: which plants should I build ?
  • 31. ARTIFICIAL INTELLIGENCE IS SOOOO GOOD. NICE AND VISIBLE CHALLENGES IN GAMES CRITICAL APPLICATIONS: I had a lot of pleasure trying to make something useful for my country around energy. When you work on this, you know you work on something important, as everyone needs energy. Which power plants should Taiwan build ? How Taiwan should connect its electric grid to other countries so that no partner suffers from the connection ?