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Day 58: Attention Mechanisms — Foundation of Transformer Models

  • An attention mechanism is a computational process that helps models prioritize the most important parts of the input data when making predictions.
  • Attention mechanisms address challenges faced by traditional models like RNNs by enabling models to attend to relevant parts of the input.
  • The attention mechanism has three key components: score calculation, normalization, and weighted sum.
  • Attention mechanisms are widely used in various fields including natural language processing, computer vision, speech recognition, and healthcare.

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