Hello,

I'd like to build a system that leverages semi-online updates and I wanted
to use stochastic gradient descent.  However, after looking at the
documentation it looks like that method is deprecated.  Is there a reason
why it was deprecated?  Is there a planned replacement?  As far as I know
L-BFGS cannot perform online updates (at least not in the code I read).
Any help would be appreciated!

Thanks.

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