GD vs SGD

2017-06-14  本文已影响0人  王佐_机器学习

##GD

small number of model updates

accurate

each epoch may be expensive

easy to parallelize

##SGD

Requires lots of model updates

Not as accurate, but often good enough

A log of progress in one pass for big data

Not trivial to parallelize

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