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add main and optional sections
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# Chapter 3: Coding Attention Mechanisms
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### Main Chapter Code
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- [ch03.ipynb](ch03.ipynb) contains all the code as it appears in the chapter
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### Optional Code
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- [multihead-attention.ipynb](multihead-attention.ipynb) is a minimal notebook with the main data loading pipeline implemented in this chapter
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