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Sequence-to-Sequence (Seq2Seq)

Neural Networks

Encoder-decoder for sequence transformation

What is Sequence-to-Sequence (Seq2Seq)?

Encoder processes input sequence to context vector, decoder generates output sequence.

Real-World Examples

  • •Machine translation
  • •Text summarization
  • •Chatbots
  • •Code generation

When to Use This

For tasks mapping one sequence to another

Related Terms

Learn more about concepts related to Sequence-to-Sequence (Seq2Seq)

Recurrent Neural Network (RNN)

Neural network for sequential data with memory

Long Short-Term Memory (LSTM)

Advanced RNN that remembers long-term dependencies

Transformer

Attention-based architecture for sequence processing