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Breaking Down Complex ML Models: Explaining LSTM, CNN, and Transformers for Beginners

  • LSTM is a memory system for machines, helping them remember important information over time. It uses special 'gates' to decide what information to keep, update, or forget.
  • CNNs analyze images by breaking them down into smaller pieces and looking for patterns. They use layers of filters to detect features and recognize objects.
  • Transformers can understand entire documents at once, rather than reading word by word. They use attention mechanism to focus on important parts of the input.
  • These models are used in various applications like recommendation systems and virtual assistants, making life easier and more connected.

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