From c9ad98721105d6d8120c37702222c4bc2ee266df Mon Sep 17 00:00:00 2001 From: KOSASIH Date: Sat, 11 May 2024 14:33:41 +0700 Subject: [PATCH] Create entity_recognition.py --- .../entity_recognition.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 natural_language_processing/entity_recognition.py diff --git a/natural_language_processing/entity_recognition.py b/natural_language_processing/entity_recognition.py new file mode 100644 index 0000000..b25e6f0 --- /dev/null +++ b/natural_language_processing/entity_recognition.py @@ -0,0 +1,19 @@ +import tensorflow as tf + +def train_entity_recognition_model(data, labels, config): + # Define the model architecture + model = tf.keras.Sequential([ + tf.keras.layers.Embedding(config['vocab_size'], config['embedding_dim'], input_length=config['max_sequence_length']), + tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(config['hidden_units'], return_sequences=True)), + tf.keras.layers.Dense(config['output_units'], activation=config['output_activation']) + ]) + + # Compile the model + model.compile(optimizer=config['optimizer'], + loss=config['loss'], + metrics=[config['metric']]) + + # Train the model + model.fit(data, labels, epochs=config['epochs'], batch_size=config['batch_size']) + + return model