Implement an Encoder and Decoder architecture with attention mechanism

Question

With the help of code can you Implement an Encoder and Decoder architecture with attention mechanism

Answer 1

To implement an Encoder-Decoder architecture with an attention mechanism, use an LSTM-based encoder to process input sequences and an attention-enhanced decoder

Here is the code snippet you can refer to:

In the above code we are using the following key points:

• Uses LSTM Encoder to process sequential input data.
• Integrates an Attention Mechanism to focus on relevant encoder outputs.
• Uses LSTM Decoder with initial states from the encoder.
• Concatenates Context Vector with Decoder Output before final classification.
• Employs Dense Layers for Prediction in a sequence-to-sequence task.

Hence, incorporating attention in an Encoder-Decoder architecture enhances sequence modeling by dynamically focusing on important encoder representations during decoding.