How do I use Keras to train a Bidirectional LSTM model for sentence classification

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With the help of code can you tell me How do I use Keras to train a Bidirectional LSTM model for sentence classification?
Feb 24 in Generative AI by Vani
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You can use tf.keras.layers.Bidirectional with LSTM for sentence classification in Keras.

Here is the code snippet you can refer to:

In the above code, we are using the following approaches:

  • Bidirectional LSTM: Processes text in both forward and backward directions.
  • Embedding Layer: Converts words into dense vector representations.
  • Fully Connected Layers: Extracts high-level features for classification.
  • Binary Classification: Uses sigmoid activation for final prediction

Hence, Keras' Bidirectional(LSTM(...)) effectively enhances sentence classification by capturing contextual dependencies in both directions.

answered Feb 26 by dhiraj

edited Mar 6

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