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# Chapter 3: Coding Attention Mechanisms
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## Main Chapter Code
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- [01_main-chapter-code](01_main-chapter-code) contains the main chapter code.
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## Bonus Materials
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- [02_bonus_efficient-multihead-attention](02_bonus_efficient-multihead-attention) implements and compares different implementation variants of multihead-attention
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