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

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.



Download



Copyright Disclaimer:
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.