Deep Learning Medium Quiz 4

Which of the following statements best describes the purpose of an LSTM (Long Short-Term Memory) unit in a neural network?

Gradient clipping is a technique used to prevent the exploding gradient problem during training deep networks.

Which of the following techniques can be used to reduce overfitting in a deep learning model?

Which of the following optimizers adjusts the learning rate based on previous updates?

Convolutional Neural Networks (CNNs) are well-suited for handling sequential data like time series.

In transfer learning, which part of the pre-trained model is typically fine-tuned for a new task?

In deep learning, the vanishing gradient problem occurs when the weights in a neural network grow too large, causing numerical instability.

Which of the following is NOT a type of activation function commonly used in deep learning?

Which of the following is a primary benefit of using batch normalization in a deep learning model?

In deep reinforcement learning, what is the purpose of the reward function?