lW6cfDnVUvW9eUGm2pMq4w==;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
- Why this page exists
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The chain rule -- from calculus to computation
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Computational graphs
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Worked example: 3-layer MLP
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Gradient flow diagnostics
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Initialization and gradient flow
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Residual connections and gradient highways
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Netflix context: debugging training at scale
- Interview-ready summary
- Probes to expect
- Connections
- Reference anchors