Lex Fridman Podcast

Yoshua Bengio: Deep Learning

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Oct 20, 2018
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INSIGHT

Biological vs. Artificial Neural Networks

  • Biological neural networks excel at credit assignment over long timespans, unlike artificial ones.
  • Studying this difference may hold the key to improving artificial neural networks.
INSIGHT

Credit Assignment and Learning

  • Credit assignment involves accessing memories to infer causes and assign credit to past decisions.
  • This process allows us to learn from past experiences and adjust our future behavior.
INSIGHT

Weaknesses of Current Deep Learning

  • Current deep neural networks lack the robust, abstract, and general understanding of the world that humans possess.
  • Training neural networks to focus on causal explanations and jointly learn from multiple modalities like images and text could help address this.
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