Which method is commonly used to enhance a deep learning model's ability to…

2023

Which method is commonly used to enhance a deep learning model's ability to generalize while minimizing overfitting?

  1. A.

    Adding unlimited hidden layers to the network

  2. B.

    Eliminating activation functions from neural network layers

  3. C.

    Implementing dropout regularization during training

  4. D.

    Training the model without a validation dataset

Attempted by 45 students.

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Correct answer: C

Dropout regularization randomly disables a fraction of neurons during training. This reduces co-adaptation, improves generalization, and helps control overfitting.

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