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AI & Machine Learning

A 70-year arc that stalled twice, then accelerated past most of its critics. Below: dates, names, and the equations that built modern AI.

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A 70-year arc that stalled twice, then accelerated past most of its critics. Below: dates, names, and the equations that built modern AI. Key sections include: The long path from neuron to network.; 1943–1958: The neuron, formalized.; The two AI winters.; 1986: Backpropagation, popularized.; Convolutions and the GPU.; 2012: AlexNet and the spark.; 2017: Attention is all you need.; Scaling laws.; The modern LLM stack.; Multimodal & tool use..

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Slide outline
  1. 01The long path from neuron to network.
  2. 021943–1958: The neuron, formalized.
  3. 03The two AI winters.
  4. 041986: Backpropagation, popularized.
  5. 05Convolutions and the GPU.
  6. 062012: AlexNet and the spark.
  7. 072017: Attention is all you need.
  8. 08Scaling laws.
  9. 09The modern LLM stack.
  10. 10Multimodal & tool use.
  11. 11Agents.
  12. 12Alignment & safety.
  13. 13Watch this.
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2026-05-15
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