What is attention mechanism|python code to implement attention mechanism using keras

Опубликовано: 14 Март 2025
на канале: Data Science Made Easy

what is attention mechanism
simplest python code to implement attention mechanism using keras framework
what is soft attention layer
what is seq2seq model
first install keras
import necessary libraries
define training data
prepare data for the model
a) convert phrases to sequence of integers
b)pad the sequences to have the same length
Create a sequence to sequence model with attention mechanism
compile the model
Define the batch size and number of epochs
Convert the target sequence to one hot vectors
train the model
reverse one hot encoding to reverse translated phrases
print the results

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