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The chapter provides a detailed mathematical dissection of the transformer architecture, focusing on the encoder and decoder components. Topics include multi-head attention, layer normalization, residual connections, and output processing, alongside an analysis of their interactions and hyperparameter optimization.

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Transformer Architecture: Encoder and Decoder

  • 章节

  • 发表日期：

    2025年

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  • Pradeep Singh,
  • Balasubramanian Raman

摘要

The chapter provides a detailed mathematical dissection of the transformer architecture, focusing on the encoder and decoder components. Topics include multi-head attention, layer normalization, residual connections, and output processing, alongside an analysis of their interactions and hyperparameter optimization.