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Merge pull request #455 from pytorch/brianjo-patch-1
Update nn_tutorial to reflect UI change
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beginner_source/nn_tutorial.py

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"""
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###############################################################################
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# We recommend running this tutorial as a notebook, not a script. To download the notebook (.ipynb) file,
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# click `here <https://pytorch.org/tutorials/beginner/nn_tutorial.html#sphx-glr-download-beginner-nn-tutorial-py>`_ .
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# click the link at the top of the page.
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#
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# PyTorch provides the elegantly designed modules and classes `torch.nn <https://pytorch.org/docs/stable/nn.html>`_ ,
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# `torch.optim <https://pytorch.org/docs/stable/optim.html>`_ ,

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