mjVeL4r9+a+XbdPpEzfxXg==;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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