Deep Learning for Coders with fastai and PyTorch by Sylvain Gugger & Jeremy Howard

Author:Sylvain Gugger & Jeremy Howard [Sylvain Gugger]
Language: eng
Format: epub
Publisher: O'Reilly Media, Inc.
Published: 2020-06-24T16:00:00+00:00

Deploying your app

As we now know, you need a GPU to train nearly any useful deep learning model. So, do you need a GPU to use that model in production? No! You almost certainly do not need a GPU to serve your model in production. There’s a few reasons for this:

As we’ve seen, GPUs are only useful when they do lots of identical work in parallel. If you’re doing (say) image classification, then you’ll normally be classifying just one user’s image at a time, and there isn’t normally enough work to do in a single image to keep a GPU busy for long enough for it to be very efficient. So a CPU will often be more cost effective.

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