Merge pull request #502 from microsoft/user/linneamay/stream-readme

add streaming readme

Author: linnealovespie

Samples/WinMLSamplesGallery/README.md

@@ -46,6 +46,8 @@ To learn how to implement these features in your application, or unlock addition
 
 - [DX Resource Binding in ORT](./WinMLSamplesGallery/Samples/DXResourceBindingORT): Learn how to bind and evaluate DirectX Resources using [ONNX Runtime](https://onnxruntime.ai/docs/).
 
+- [Stream Effect](./WinMLSamplesGallery/Samples/StreamEffect): Learn how to use [Windows ML](https://docs.microsoft.com/en-us/windows/ai/windows-ml/) with real-time inference on video streams.
+
 ## Feedback
 Please file an issue [here](https://github.com/microsoft/Windows-Machine-Learning/issues/new) if you encounter any issues with the WinML Samples Gallery or wish to request a new sample.
 

Samples/WinMLSamplesGallery/WinMLSamplesGallery/Samples/StreamEffect/Docs/demo.gif

@@ -0,0 +1,35 @@
+# Windows ML Samples Gallery: Stream Effect
+Apply backbround blurring effect to a live video stream. 
+
+The sample showcases how to use Windows ML with a real-time video stream. 
+
+<img src="Docs/demo.gif" width="650"/>
+
+- [Getting Started](#getting-started)
+- [Feedback](#feedback)
+- [External Links](#external-links)
+
+## Getting Started
+- Check out the [C# source](https://github.com/microsoft/Windows-Machine-Learning/blob/master/Samples/WinMLSamplesGallery/WinMLSamplesGallery/Samples/StreamEffect/StreamEffect.xaml.cs).
+- Check out the [C++ source](https://github.com/microsoft/Windows-Machine-Learning/blob/master/Samples/WinMLSamplesGallery/WinMLSamplesGalleryNative/StreamEffect.cpp).
+- Learn how to [chain together custom LearningModels](https://github.com/microsoft/Windows-Machine-Learning/blob/master/Samples/WinMLSamplesGallery/WinMLSamplesGalleryNative/SegmentModel.h#L31)
+- Learn how to [write an async Media Foundation Transform](https://github.com/microsoft/Windows-Machine-Learning/blob/master/Samples/WinMLSamplesGallery/WinMLSamplesGalleryNative/TransformAsync.h)
+
+## Feedback
+Please file an issue [here](https://github.com/microsoft/Windows-Machine-Learning/issues/new) if you encounter any issues with the Windows ML Samples Gallery or wish to request a new sample.
+
+## External Links
+### Windows Machine Learning
+| Resource                      | Description                                                                            |
+|-------------------------------|----------------------------------------------------------------------------------------|
+| [WinML Experimental API        ](https://github.com/microsoft/onnxruntime/blob/5fbfca3d58b88d0da29c6b206c36980052a4392c/winml/api/Microsoft.AI.MachineLearning.Experimental.idl)| Documentation for the LearningModelBuilder and LearningModelJoinOptions                |
+| [ORT model building unit tests ](https://github.com/microsoft/onnxruntime/blob/22739137c419bb8a86b8f9ff5c8def60b63370c7/winml/test/api/LearningModelSessionAPITest.cpp#L962)| A good intro to building models with LearningModelBuilder and LearningModelJoinOptions |
+| [ONNX operators schema         ](https://github.com/onnx/onnx/blob/main/docs/Operators.md)| ONNX operators that can be used when building a model with LearningModelBuilder        |
+| [ONNX Model Zoo FCN            ](https://github.com/onnx/models/tree/main/vision/object_detection_segmentation/fcn)| Open-source models in the ONNX format                                                  |
+
+### Media Foundation
+| Resource                      | Description                                                                            |
+|-------------------------------|----------------------------------------------------------------------------------------|
+| [Introduction to Media Foundation Transforms](https://docs.microsoft.com/en-us/windows/win32/medfound/media-foundation-transforms)|  Start here to learn more about Media Foundation Transforms as a model for processing media data|
+| [Windows Async MFT Sample ](https://github.com/microsoft/Windows-classic-samples/tree/main/Samples/MediaFoundationTransformDecoder)| Demonstrates how to create an asynchronous Media Foundation Transform |
+| [Windows Capture Engine Sample ](https://github.com/microsoft/Windows-classic-samples/tree/main/Samples/CaptureEngineVideoCapture)| Demonstrates how to use the Media Foundation [CaptureEngine](https://docs.microsoft.com/en-us/windows/win32/api/mfcaptureengine/nn-mfcaptureengine-imfcaptureengine) to capture video|