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fix minor spelling errors in docs (pytorch#140)
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brettkoonce authored and soumith committed Sep 15, 2017
1 parent b203e4e commit 2880f24
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2 changes: 1 addition & 1 deletion beginner_source/pytorch_with_examples.rst
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Expand Up @@ -207,7 +207,7 @@ Up to this point we have updated the weights of our models by manually
mutating the ``.data`` member for Variables holding learnable
parameters. This is not a huge burden for simple optimization algorithms
like stochastic gradient descent, but in practice we often train neural
networks using more sophisiticated optimizers like AdaGrad, RMSProp,
networks using more sophisticated optimizers like AdaGrad, RMSProp,
Adam, etc.

The ``optim`` package in PyTorch abstracts the idea of an optimization
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2 changes: 1 addition & 1 deletion index.rst
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Expand Up @@ -110,7 +110,7 @@ Advanced Tutorials
------------------

.. galleryitem:: advanced/neural_style_tutorial.py
:intro: This tutorial explains how to impletment the Neural-Style algorithm developed by Leon A. Gatys, Alexander S. Ecker and Matthias Bethge.
:intro: This tutorial explains how to implement the Neural-Style algorithm developed by Leon A. Gatys, Alexander S. Ecker and Matthias Bethge.

.. galleryitem:: advanced/numpy_extensions_tutorial.py

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