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    $\begingroup$ The "correct" method depends on the context. It turns out that in many cases, updating the weights only once per epoch will converge much more slowly than stochastic updating (updating the weights after each example). I'll add there's a consensus that you'll generally want to use some form of batch updating, but much more often than 1x per epoch. $\endgroup$
    – Tahlor
    Commented Oct 16, 2017 at 2:40