Highway Network Architecture
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Questions and Answers

What is the primary purpose of the algorithm used in the 'Highway Network' architecture?

  • To learn complex and abstract representations (correct)
  • To increase the number of parameters in the model
  • To improve the computational efficiency of the model
  • To reduce the dimensionality of the input data

What is the main advantage of using the 'Highway Network' architecture?

  • It reduces the risk of overfitting
  • It increases the speed of training
  • It allows the model to learn long-range dependencies (correct)
  • It reduces the number of parameters required

What is the name of the gate that determines how much of the previous state to carry over to the current state?

  • Transform gate
  • Carry gate
  • Update gate (correct)
  • Reset gate

What is the goal of the transform gate in the Highway Network architecture?

<p>To transform the previous state to the current state (A)</p> Signup and view all the answers

What is the output of the Highway Network architecture?

<p>The weighted sum of the transformed and carry states (A)</p> Signup and view all the answers
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