Foundations of Recurrent Neural Networks: Essential Concepts and Fundamentals
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Questions and Answers

What does RNN stand for?

  • Random Neural Network
  • Recurrent Neural Network (correct)
  • Robotic Neural Network
  • Responsive Neural Network

    • Which type of data is well-suited for processing with RNNs?

  • Tabular data
  • Image data
  • Sequential data (correct)
  • Static data

    • What is the primary challenge in training RNNs?

  • Overfitting
  • Vanishing and exploding gradients (correct)
  • Lack of activation functions
  • High computational complexity

    • Which architecture is known for addressing the vanishing gradient problem in RNNs?

    <p>Long Short-Term Memory (LSTM)</p> Signup and view all the answers

    What is BPTT in the context of RNNs?

    <p>Backpropagation Through Time</p> Signup and view all the answers

    Which application is NOT a suitable use case for RNNs?

    <p>Image classification</p> Signup and view all the answers

    Which activation function is commonly used in RNNs to introduce non-linearity?

    <p>Sigmoid</p> Signup and view all the answers

    What is the purpose of a memory cell in LSTM networks?

    <p>Storing long-term information</p> Signup and view all the answers

    What is the advantage of using GRU over LSTM in certain applications?

    <p>Higher computational efficiency</p> Signup and view all the answers

    In time-series analysis, what is a common task that RNNs are used for?

    <p>Stock price prediction</p> Signup and view all the answers

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