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What is an Attention Mechanism in Deep Neural Networks

  • The attention mechanism allows the selection of necessary information and/or increases its impact in a specific task.
  • It dynamically assigns different weights to different parts of the input data, enabling the model to better understand the context and relationships between data elements.
  • The attention mechanism is widely used in natural language processing, computer vision, and other fields.
  • It is used in various ways, such as focusing on different channels or spatial locations in image processing, or at word and sentence levels for document classification.

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