Understanding Attention Mechanism and Transformer in NLP

Understanding Attention Mechanism and Transformer in NLP

This article summarizes the attention mechanism in natural language processing (NLP) in a Q&A format and provides an in-depth analysis of the Transformer. Table of Contents 1. Analysis of Attention Mechanism1. Why introduce the attention mechanism?2. What types of attention mechanisms are there? (How are they classified?)3. What is the computational process of the attention … Read more

Understanding Attention Mechanisms in Computer Vision

Understanding Attention Mechanisms in Computer Vision

This article introduces the mechanism of visual attention in computer vision. To broaden the audience and enhance readability, a progressive writing style is adopted. The entirety of Part 1 and most of Part 2 are free of professional barriers, while the subsequent sections delve deeper into the attention mechanism in computer vision. 1 Introduction Attention … Read more