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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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-[03_understanding-buffers](03_understanding-buffers) explains the idea behind PyTorch buffers, which are used to implement the causal attention mechanism in chapter 3
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-[03_understanding-buffers](03_understanding-buffers) explains the idea behind PyTorch buffers, which are used to implement the causal attention mechanism in chapter 3
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In the video below, I provide a code-along session that covers some of the chapter contents as supplementary material.
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<br>
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<br>
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[](https://www.youtube.com/watch?v=Ll8DtpNtvk)
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