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    Eric Hand March19.3m, 2010

    - Brains: a few key facts & concepts

    - How facts & ideas about the brain

    may predict the Singularity

    - Project Blue Brain: Supporting evidence

    & milestone for the Singularity?

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    Fun facts (er, plausible guesses) about the brain

    - Computational capacity: Kurzweil guessesabout 20 petaflops (20 X 1015 operations / second).

    IBM has said they will have a computer of about that

    power operational in 2012.

    - Number of neurons ~= 100 billion

    - Total length of neural fibers ~= 1 million km.

    - Connections among these = at least trillions

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    Brain Development

    The human genome has only 30 - 100 million bytes of info,

    in compressed form, less than some existing computer

    programs,

    but gives rise to an adult brain that would need at least

    terabytes or petabytes to fully describe.

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    Mathematical metaphors are the Mandelbrot set,and cellular automata, as demonstrated by Stephen Wolfram.

    This is because brain development happens by a

    probabilistic fractal process.

    A few simple rules for cell division, migration, andconnection act huge numbers of times, with some

    randomness each time.

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    http://www.miqel.com/images_1/miqel_data/fractal_images/cool_organix4_whoa.jpg

    QuickTime and a

    decompressorare needed to see this picture.

    Example of a Mandelbrot set

    http://www.miqel.com/images_1/miqel_data/fractal_images/cool_organix4_whoa.jpghttp://www.miqel.com/images_1/miqel_data/fractal_images/cool_organix4_whoa.jpg
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    Neurons showing similar branching patterns

    QuickTime and a

    decompressorare needed to s ee this picture.

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    QuickTime and a

    decompressorare needed to see this picture.

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    The neocortex is arranged into 6 distinct cell layers

    QuickTime and a

    decompressorare needed to see this picture.

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    Main computational units in the neocortex:

    millions of neocortical columns,

    cylindrical volumes 0.5 mm wide by 2 mm high,

    each containing about 10,000 neurons

    connected in an intricate way.

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    10/25Representation of a mammalian neocortical column

    QuickTime and adecompressor

    are needed to s ee this picture.

    Representation

    of a

    mammalian

    neocortical

    column

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    Until the last 10-20 years, predictions

    about AI and robots surpassing

    general human intelligence (strong

    AI) had been repeatedly over-

    optimistic.

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    E.g.: In 1977, Marvin Minsky,A founding father of modern AI,said that general artificial intelligenceat or above human level (aka strong AI)would be achieved within a generation.

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    Ray Kurzweil, in his 2001 essay

    "The Law of Accelerating Returns",extends Moore's Law to describe an

    exponential growth of technological progress

    in general.

    He gives numerous graphs to support his

    claims.

    E.g:

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    Cost o fcalculations /sec

    from 1900 - 2002

    http://upload.wikimedia.org/wikipedia/comm

    QuickTime and adecompressor

    are neede d to see this picture.

    http://upload.wikimedia.org/wikipedia/commons/c/c5/PPTMooresLawai.jpghttp://upload.wikimedia.org/wikipedia/commons/c/c5/PPTMooresLawai.jpg
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    He expects these trends to continue for decades.

    Why?

    - Progress in more technologies is becoming

    driven by advances in IT

    - There is accelerating synergistic feedbackamong the rapidly growing fields of

    Genetics, Nanotech, and Robotics

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    He predicts that this will lead tosuperhuman general intelligence

    by about 2029.

    He defines this as it the ability to

    pass the Turing Test.

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    QuickTime and adecompressor

    are neede d to see this picture.

    Extrapolating Growth of Computing to Strong AI

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    "The Singularity" is a phrase borrowed fromthe astrophysics of black holes.

    As used by Vernor Vinge and RaymondKurzweil, it refers to the idea that acceleratingtechnology will lead to artificial intelligence that

    will exceed human intelligence aboutthe year 2030.

    As superhuman AI permeates civilization byabout 2045, The results on the other side ofthe "event horizon" will become unpredictable.

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    Singularity video

    The Singularity By Ray Kurzweil at the TED

    conf. 2009 (23:41)brain info starts at about 17 min.

    http://sciencestage.com/v/562/ray-kurzweil-.html

    P j t Bl B i

    http://sciencestage.com/v/562/ray-kurzweil-.htmlhttp://sciencestage.com/v/562/ray-kurzweil-.htmlhttp://sciencestage.com/v/562/ray-kurzweil-.htmlhttp://sciencestage.com/v/562/ray-kurzweil-.htmlhttp://sciencestage.com/v/562/ray-kurzweil-.htmlhttp://sciencestage.com/v/562/ray-kurzweil-.html
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    Project Blue Brain

    IBM is now in the second year of a ten year collaboration

    with a Swiss University to simulate the computational

    functionalities of the human neocortex.

    They claim to have simulated a mouse neocortial column.

    To the extent this is accurate, it is huge progress,And tends to support Kurzweil's schedule for the arrival of

    strong AI and the Singularity.

    Remember Kurzweil's Law of Accelerating returns.Halfway thru the Human Genome Project, only ~1% of the

    Genome had been decoded, and many called that a failure.

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    IBM says they are doing project Blue Brain to advance treatment

    of brain disorders, including senility.

    But they surely appreciate the possibility of huge military AI

    contracts, as increasing aversion to casualties in Western

    countries has led to the a strategy of "Our technology against

    their sons."

    E.g.:Robart 3 The warfighters associate

    http://www.spawar.navy.mil/robots/movies/RobartIII-

    TheWarfightersAssociate.wmv

    http://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmvhttp://www.spawar.navy.mil/robots/movies/RobartIII-TheWarfightersAssociate.wmv
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    Project Blue Brain videos

    The Brain According to Henry Markram - video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/

    Bluebrain | Year One video documentaryhttp://singularityhub.com/2010/02/12/10-year-documentary-to-follow-bluebrain-project-video/

    http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2010/02/12/10-year-documentary-%0Dto-follow-bluebrain-project-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/http://singularityhub.com/2009/11/13/the-brain-according-to-henry-markram-video/
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    I have not found recent technical info on Blue Brain,

    possibly because they don't want to give away

    anything useful to potential competitors.

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    More ResourcesRay Kurzweil's AI/Singularity website:

    http://www.kurzweilai.net/index.html?flash=1

    Why We Can Be Confident of Turing Test Capability

    Within a Quarter By Ray Kurzweil

    The advent of strong AI (exceeding human intelligence)

    is the most important transformation this century will see,

    and it will happen within 25 years, says Ray Kurzweil,

    who presented this paper at

    The Dartmouth Artificial Intelligence Conference:

    The next 50 years (AI@50) on July 14, 2006

    http://www.kurzweilai.net/meme/frame.html?m=1

    The Singularity Is Near (2005)

    - The current "bible" of technology futurics

    http://www.kurzweilai.net/index.html?flash=1http://www.kurzweilai.net/meme/frame.html?m=1http://www.kurzweilai.net/meme/frame.html?m=1http://www.kurzweilai.net/index.html?flash=1
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    The Singularity Hubhttp://singularityhub.com/

    Blue Brain Project homepagehttp://bluebrain.epfl.ch/page18699.html

    Working Brain Model - MIT Techology Review

    http://www.technologyreview.com/biomedicine/19767/

    Books by Marvin MinskyThe Society of Mind (1988)

    The Emotion Machine (2007)

    Finite and Infinite Machines (1967)

    Perceptrons - Expanded Edition(1987)http://www.amazon.com/Marvin-

    Minsky/e/B000APALSQ/ref=ntt_athr_dp_pel_pop_1

    http://singularityhub.com/http://bluebrain.epfl.ch/page18699.htmlhttp://bluebrain.epfl.ch/page18699.htmlhttp://singularityhub.com/