Azeem Azhar's Exponential View

Beyond Deep Learning with Gary Marcus

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Oct 30, 2019
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INSIGHT

Multi-Dimensional Nature of Intelligence

  • Intelligence is multi-dimensional, encompassing specialized skills and broad general intelligence.
  • Current AI excels in specific tasks but lacks general intelligence for novel, open-ended situations.
INSIGHT

Deep Learning's Breakthrough Factors

  • Deep learning's success stems from combining powerful GPUs and large labeled datasets.
  • This practical use of neural networks only became feasible after advances in hardware and data availability.
INSIGHT

Uneven Progress in AI Domains

  • AI progress is uneven: rapid in some domains like object recognition, minimal in language understanding and robotics.
  • Fundamental challenges in natural language understanding and open-world robotics remain unsolved.
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