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What is the purpose of the Dropout(0.5) layer in this model?

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What is the purpose of the Dropout(0.5) layer in this model?

To double the number of neurons during training

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To make the model deterministic during training

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To prevent underfitting by skipping layers

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To randomly deactivate 50% of neurons during training to reduce overfitting

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