François Chollet on Twitter: "Most AI problems have long tails -- like giraffes. Natural language question-answering, autonomous driving, fraud detection... To perform well on the long tail, we must go beyond pattern recognition (what deep learning does) and develop systems capable of abstraction & reasoning."

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1. François Chollet‏Verified account @fchollet 21 Aug 2018
  4 replies 1 retweet 41 likes
  
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1. अमन || Aman‏ @khandelia1000 21 Aug 2018
  Replying to @fchollet
  
  Going by the current framework, solve any problem, we have to formulate a objective fn, which is the optimised, in case pattern recognition, it is relatively easy, how to form a objective fn for abstract thought is a million dollar question?
  
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1. Guillaume Verdon‏ @quantumVerd 21 Aug 2018
  Replying to @fchollet
  
  What is abstraction anyways? A higher-level representation that's invariant to small perturbations/irrelevant details? Seems like a lot of recent work using the latent space of autoencoders for decision making in RL would then be on the right track
  
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1. Julien Fonteneau ‏ @jfoconseil 21 Aug 2018
  Replying to @fchollet
  
  Who invest in AI to create human brain ?
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1. Vincent‏ @bons_vincent 21 Aug 2018
  Replying to @fchollet
  
  I think a good world model that can be improved without rewards is important. Also probably a hierarchical layout so we can choose actions on small and large timescales and plan ahead based on the goal and the world model.
  
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1. Shyamal Chandra (Founder and Freelancer)‏ @shyamal_chandra 21 Aug 2018
  Replying to @fchollet
  
  .@fchollet: I believe that Level 0 to 5 with 80/20 with #MechanicalTurk would the best tactic with a holistic strategy, validation test sets, and brute-force training set with random sample. #USA1 42 #NWO How about anti-AI training to break down the AI?
  
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1. Secondmind‏ @SecondmindAI 21 Aug 2018
  Replying to @fchollet
  
  At @PROWLER_IO we couldn’t agree more. We use abstraction and reasoning to make decisions using our #VUKU platform using research by @jameshensman @dongho__kim @hbouammar @enriquedecote & their teams.
  
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