Multi-Head Attention in Deep Learning

Table of Contents

Unveiling Multi-Head Attention

1.1 Introduction1.2 Mathematical Foundation1.3 Interpretation

Understanding Attention Mechanisms

2.1 The Essence of Attention2.2 Single-Head vs Multi-Head

Multi-Head Attention Architecture

3.1 Key, Query, and Value3.2 The Multi-Head Split3.3 Attention Mapping

Applications in Natural Language Processing

4.1 Transformer Architecture4.2 Language Translation4.3 Text Summarization4.4 Sentiment Analysis4.5 Question Answering

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