xjnSFSERw7CqW7OoJI7fmQ==;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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