# Chapter 3: Coding Attention Mechanisms

- [01_main-chapter-code](01_main-chapter-code) contains the main chapter code.
- [02_bonus_efficient-multihead-attention](02_bonus_efficient-multihead-attention) implements and compares different implementation variants of multihead-attention