Where Did Convolution Networks Come From? - Evolution from Neo-Cognitron to Modern CNNs

Where Did Convolution Networks Come From? - Evolution from Neo-Cognitron to Modern CNNs

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[2 📚] Great demo start at 3:12 : https://youtu.be/KAazjZoiCd0?si=WPNUg4YKBbJtlwsD

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1 of 16

[2 📚] Great demo start at 3:12 : https://youtu.be/KAazjZoiCd0?si=WPNUg4YKBbJtlwsD

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Where Did Convolution Networks Come From? - Evolution from Neo-Cognitron to Modern CNNs

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  1. 1 [2 📚] Great demo start at 3:12 : https://youtu.be/KAazjZoiCd0?si=WPNUg4YKBbJtlwsD
  2. 2 00:00 Hubel & Weisel’s Experiment
  3. 3 02:00 Precoursor to CNNs
  4. 4 03:40 Why layered organization?
  5. 5 04:50 Simple Cells in biology
  6. 6 06:40 Simple Cells in computation model relu activation
  7. 7 08:56 Primary Visual Cortex in biology
  8. 8 10:28 Primary Visual Cortex in computation model
  9. 9 11:58 Where does “convolution” come in?
  10. 10 15:38 Complex Cells in biology
  11. 11 16:57 Complex Cells in computation model pooling
  12. 12 18:04 convolution + activation + pooling
  13. 13 21:15 How does the network learn?
  14. 14 30:22 Conclusion
  15. 15 30:46 Quiz Time
  16. 16 31:40 Summary

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