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fchollet's profile
François Chollet
François Chollet
François Chollet
Verified account
@fchollet

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François CholletVerified account

@fchollet

Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.

United States
fchollet.com
Joined August 2009

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    François Chollet‏Verified account @fchollet 17 Jun 2017

    François Chollet Retweeted François Chollet

    A major missing piece for AGI, is humans' ability to set their own goals and reward functions. E.g. feeling rewarded for winning a "game"https://twitter.com/fchollet/status/876227262437179392 …

    François Chollet added,

    François CholletVerified account @fchollet
    Once we solve AutoML, the automated creation of machine learning pipelines, we can move on to focus on the art of loss function engineering
    5:50 PM - 17 Jun 2017
    • 18 Retweets
    • 76 Likes
    • Michael W. Cole crizcraig Vishal Bhalla Kien Do Barney Pell chordadept Kirk Brunson Yu-Hsiang Huang claudiavolpetti
    7 replies 18 retweets 76 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 17 Jun 2017
        Replying to @fchollet

        It's quite interesting that we can unilaterally decide to pursue certain artificial goals, and feel physically gratified when we reach them

        1 reply 1 retweet 12 likes
      3. François Chollet‏Verified account @fchollet 17 Jun 2017
        Replying to @fchollet

        In effect, we have the power to completely hack our own reward system, down to the ability to override e.g. pain avoidance

        2 replies 2 retweets 14 likes
      4. Show replies
      1. Ethan Caballero‏ @ethancaballero 17 Jun 2017
        Replying to @fchollet

        "Automatic Goal Generation for Reinforcement Learning Agents" already exists: https://arxiv.org/abs/1705.06366 

        0 replies 0 retweets 2 likes
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      1. Radim Řehůřek‏ @RadimRehurek 17 Jun 2017
        Replying to @fchollet

        Sounds like a non-difference, just pushing the objective function a few levels deeper. Reminds me of the "God of the gaps" fallacy argument.

        0 replies 0 retweets 6 likes
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      1. Luke Oakden-Rayner‏ @DrLukeOR 17 Jun 2017
        Replying to @fchollet

        A major missing piece for humans is the ability to set our own goals and reward functions in line with our priorities and values :)

        0 replies 1 retweet 2 likes
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      1. Jeff‏ @isekushi 17 Jun 2017
        Replying to @fchollet

        It can be learned from video. eg: seeing a man with food, then seeing "man eat food". It doesn't understand human intent, but it can mimic.

        0 replies 0 retweets 0 likes
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      1. visarga‏ @visarga 17 Jun 2017
        Replying to @fchollet

        Humans only have one goal - to evolve (including to live and to reproduce). All the other goals are subgoals of the main goal. What is AI's?

        0 replies 0 retweets 0 likes
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      1. Soren‏ @__soren_ 17 Jun 2017
        Replying to @fchollet

        What about actor critic and GANs?

        0 replies 0 retweets 0 likes
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