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LLMs-from-scratch/ch03/README.md

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add and update readme files
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# Chapter 3: Coding Attention Mechanisms
add ch03 and TOC
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distinguish better between main chapter code and bonus materials
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## Main Chapter Code
mha variants
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- [01_main-chapter-code](01_main-chapter-code) contains the main chapter code.
distinguish better between main chapter code and bonus materials
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## Bonus Materials
mha variants
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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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