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Questions and Answers

Which optimization algorithm uses exponential moving averages of the gradient and the squared gradient?

  • RMSprop
  • Gradient Descent
  • Stochastic Gradient Descent
  • Adam Optimization (correct)
  • Which method is used to prevent overfitting in a neural network by randomly dropping out some neurons during training?

  • Dropout method (correct)
  • L1 regularization
  • L2 regularization
  • Data augmentations
  • Which technique is used to normalize the input to a neural network by adjusting and scaling the activations?

  • Batch Normalization (correct)
  • Transfer Learning
  • Convolutional Neural Network
  • Early stopping
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