Question: A stochastic gradient descent algorithm requires tuning of the learning rate parameter over time. Should we reduce it over time or increase it over

A stochastic gradient descent algorithm requires tuning of the learning rate parameter over time. Should we reduce it over time or increase it over time? Explain either way. B (10 points) Explain intuitively, how the learning rate should be adjusted as a function of the mini-batch size. A stochastic gradient descent algorithm requires tuning of the learning rate parameter over time. Should we reduce it over time or increase it over time? Explain either way. B (10 points) Explain intuitively, how the learning rate should be adjusted as a function of the mini-batch size.

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