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posted by martyb on Thursday June 15 2017, @02:42PM   Printer-friendly
from the wocka-wocka-wocka-wocka dept.

An AI created by a Microsoft-owned machine/deep learning team has completely conquered Ms. Pac-Man, achieving a perfect score:

At long last, the perfect score for arcade classic Ms. Pac-Man has been achieved, though not by a human. Maluuba — a deep learning team acquired by Microsoft in January — has created an AI system that's learned how to reach the game's maximum point value of 999,900 on Atari 2600, using a unique combination of reinforcement learning with a divide-and-conquer method.

AI researchers have a documented penchant for using video games to test machine learning; they better mimic real-world chaos in a controlled environment versus more static games like chess. In 2015, Google's DeepMind AI was able to learn how to master 49 Atari games using reinforcement learning, which provides positive or negative feedback each time the AI attempts to solve a problem.

Though AI has conquered a wealth of retro games, Ms. Pac-Man has remained elusive for years, due to the game's intentional lack of predictability. Turns out it's a toughie for humans as well. Many have tried to reach Ms. Pac-Man's top score, only coming as close as 266,330 on the Atari 2600 version. The game's elusive 999,900 number though, has so far only been achieved by mortals via cheats.


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  • (Score: 2) by mhajicek on Thursday June 15 2017, @06:36PM (4 children)

    by mhajicek (51) on Thursday June 15 2017, @06:36PM (#526130)

    That's how I feel about quantum physics.

    --
    The spacelike surfaces of time foliations can have a cusp at the surface of discontinuity. - P. Hajicek
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  • (Score: 1, Redundant) by KGIII on Thursday June 15 2017, @07:46PM (3 children)

    by KGIII (5261) on Thursday June 15 2017, @07:46PM (#526168) Journal

    Quantum Physics has a whole lot of repeatability - but is not yet fully understood.

    I guess, how to say this? Hmm... I'm not yet ready to pop the cork on a bottle of bubbly until we've a unified theory that has been demonstrated to be repeatably sound. Yes, yes I do realize that's a pretty high expectation, and may never be possible - and unlikely in my lifetime.

    It's interesting that many consider Einstein's biggest mistake to be, "God does not play dice." Yet, here I am, largely saying the same thing - albeit with a bit of a modification. Meh... If I'm wrong, I am in good company. And, no... I'm not saying that random doesn't exist. I'm saying that I remain a bit skeptical. I have a pretty decent grasp on the science involved, but my opinion is certainly not an authority. By the way, his use of God was metaphorical.

    --
    "So long and thanks for all the fish."
    • (Score: 1, Offtopic) by FatPhil on Thursday June 15 2017, @08:36PM (1 child)

      by FatPhil (863) <reversethis-{if.fdsa} {ta} {tnelyos-cp}> on Thursday June 15 2017, @08:36PM (#526195) Homepage
      > By the way, his use of God was metaphorical.

      "I believe in Spinoza’s God, who reveals himself in the harmony of all that exists, not in a God who concerns himself with the fate and the doings of mankind." -- Einstein

      Some would place that as a type of pantheism, though Einstein himself shied away from that term.
      --
      Great minds discuss ideas; average minds discuss events; small minds discuss people; the smallest discuss themselves
      • (Score: 1, Offtopic) by KGIII on Thursday June 15 2017, @09:30PM

        by KGIII (5261) on Thursday June 15 2017, @09:30PM (#526218) Journal

        Yeah, I couldn't really think of a good way to describe it. If I had to speculate, I'd probably say he was probably agnostic, at least in determination of a traditional deity.

        I'm not sure if the reference really speaks to a higher power, or to a higher order? The latter not needing a deity, nor implying a deity or purpose.

        --
        "So long and thanks for all the fish."
    • (Score: 0) by Anonymous Coward on Friday June 16 2017, @01:31PM

      by Anonymous Coward on Friday June 16 2017, @01:31PM (#526418)

      Well, you should have popped that bubbly a very long time ago. Our theories are enormously repeatable and sound, and there are no unification issues between QCD and gravity until you get to the Planck scale. With QCD, the Standard Model and all those particles fall out by setting, what, one or two free parameters? Your "pretty high expectation" is really "nothing short of perfection". Not even mathematics can have that level of self-consistency.