Deep Neural Nets: 33 years ago and 33 years from now
karpathy.github.io 研究 入门 Impact: 5/10
Karpathy reproduces LeCun's 1989 handwritten zip code recognition paper in PyTorch, revealing the nature of progress in deep learning over 33 years.
Key Points
- Fully reproduced LeCun's 1989 end-to-end backpropagation milestone paper in PyTorch
- The original network had ~1000 neurons but the paper structure already had all elements of modern DL papers
- Same architecture with modern training methods achieves near-perfect accuracy today
Analysis
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