E7PmsiBf1BK301bdBaR5eg==;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
- Why this page exists
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The convolution operation --- intuition first
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Convolution mechanics
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Pooling
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Receptive field
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Architecture lineage --- the progression that matters
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Transfer learning in depth
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CNNs vs Vision Transformers
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Loss functions for CNN tasks
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Netflix context
- Interview-ready summary
- Probes to expect
- Connections