Master the Concepts of Stochastic Gradient Descent (SGD) with This Quiz!
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Questions and Answers

Which method is Stochastic gradient descent often abbreviated as?

  • SDG
  • SGA
  • SGO
  • SGD (correct)

    • Which type of optimization problem does stochastic gradient descent help with?

  • High-dimensional optimization problems (correct)
  • Low-dimensional optimization problems
  • Convex optimization problems
  • Non-linear optimization problems

    • What does stochastic gradient descent replace the actual gradient with?

  • The sum of the gradients
  • The maximum of the gradients
  • An estimate of the gradient (correct)
  • The average of the gradients

    • Which algorithm from the 1950s is the basic idea behind stochastic approximation traced back to?

    <p>Robbins–Monro algorithm</p> Signup and view all the answers

    In exchange for achieving faster iterations, what is the tradeoff of using stochastic gradient descent?

    <p>Lower convergence rate</p> Signup and view all the answers

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