Master the Concepts of Stochastic Gradient Descent (SGD) with This Quiz!
5 Questions
1 Views

Choose a study mode

Play Quiz
Study Flashcards
Spaced Repetition
Chat to lesson

Podcast

Play an AI-generated podcast conversation about this lesson

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 (C)</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 (C)</p> Signup and view all the answers

    More Like This

    Use Quizgecko on...
    Browser
    Open
    Browser
    Browser