diff --git a/README.md b/README.md
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@@ -118,12 +118,12 @@ TensorFlow on DirectML is supported on both the latest versions of Windows 10 an
 
 ## PyTorch with DirectML
 
-DirectML acceleration for Pytorch 1.13.0 is currently available for Public Preview. PyTorch with DirectML enables training and inference of complex machine learning models on a wide range of DirectX 12-compatible hardware. New in Pytorch version 1.13.0, pytorch-directml is now built as a separate plugin to the Pytorch library. DirectML acceleration for Pytorch 1.8.0 is still available but is now deprecated. 
+DirectML acceleration for PyTorch 1.13.0 is currently available for Public Preview. PyTorch with DirectML enables training and inference of complex machine learning models on a wide range of DirectX 12-compatible hardware. New in PyTorch version 1.13.0, pytorch-directml is now built as a separate plugin to the PyTorch library. DirectML acceleration for PyTorch 1.8.0 is still available but is now deprecated. 
 
 PyTorch on DirectML is supported on both the latest versions of Windows 10 and the [Windows Subsystem for Linux](https://docs.microsoft.com/windows/wsl/about), and is available for download as a PyPI package. For more information about getting started, see [GPU accelerated ML training (docs.microsoft.com)](http://aka.ms/gpuinwsldocs)
 
 * [PyTorch-1.13 on DirectML samples](./PyTorch/1.13/)
-* [(Deprecated) Pytorch-1.8 on DirectML samples ](./PyTorch/1.8/)
+* [(Deprecated) PyTorch-1.8 on DirectML samples ](./PyTorch/1.8/)
 * [torch-directml PyPI project](https://pypi.org/project/torch-directml/)
 * [PyTorch homepage](https://pytorch.org/)