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Which of these is SGD, Batch Gradient Descent, and Mini-Batch? What do they have in common?

 

  1. Which of these is SGD, Batch Gradient Descent, and Mini-Batch? What do they have in common?
  2. Are they all equal? What are their respective advantages and disadvantages?
  3. Given these advantages and disadvantages, which might we prefer?