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@@ -407,26 +407,26 @@
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-										<img src="./images/huggingface-logo.png" alt="Hugging-Face logo">
+										<img src="./images/ORT-Mobile.png" alt="ORT Mobile diagram">
 									</div>
-									<h3 class="blue-text mr-xl-5 mb-3">Faster and smaller quantized NLP with Hugging Face and ONNX Runtime</h3>
-									<div><a href="https://medium.com/microsoftazure/faster-and-smaller-quantized-nlp-with-hugging-face-and-onnx-runtime-ec5525473bb7" target="_blank" class="link"><span class="link-content">Read
-												more</span><span class="link-arrow fa fa-angle-right"></span></a></div>
+									<h3 class="blue-text mr-xl-5 mb-3">Introducing ONNX Runtime mobile – a reduced size, high performance package for edge devices</h3>
+									<div><a href="https://cloudblogs.microsoft.com/opensource/2020/10/12/introducing-onnx-runtime-mobile-reduced-size-high-performance-package-edge-devices/" target="_blank" class="link"><span class="link-content">Read
+												more</span><span class="link-arrow fa fa-angle-right"></span></a></div> 
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 								<div class="col-12 col-md-4 mb-4 mb-md-0">
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-										<img src="./images/gpt-2-training-bar-chart.png" alt="ort-Bar-Chart">
+										<img src="./images/ORT-Edge-Azure.png" alt="ORT on Edge devices in Azure">
 									</div>
-									<h3 class="blue-text mr-xl-5 mb-3">GPT-2 fine-tuning with ONNX Runtime – a 34% speedup in training time</h3>
-									<div><a href="https://cloudblogs.microsoft.com/opensource/2020/08/24/pytorch-gpt-2-fine-tuning-onnx-runtime-speedup-training-time/" target="_blank" class="link"><span class="link-content">Read
-												more</span><span class="link-arrow fa fa-angle-right"></span></a></div>
+									<h3 class="blue-text mr-xl-5 mb-3">ML Inference on Edge devices with ONNX Runtime using Azure DevOps</h3>
+									<div><a href="https://medium.com/@ODSC/ml-inference-on-edge-devices-with-onnx-runtime-using-azure-devops-b932e6d92837" target="_blank" class="link"><span class="link-content">Read
+												more</span><span class="link-arrow fa fa-angle-right"></span></a></div>	
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-										<img src="./images/ort-nvidia.jpg" alt="ONNX Runtime Nvidia logo">
+										<img src="./images/hummingbird_ort.png" alt="Hummingbird_ORT">
 									</div>
-									<h3 class="blue-text mr-xl-5 mb-3">Announcing ONNX Runtime Availability in the NVIDIA Jetson Zoo for High Performance Inferencing</h3>
-									<div><a href="https://developer.nvidia.com/blog/announcing-onnx-runtime-for-jetson/" target="_blank" class="link"><span class="link-content">Read
+									<h3 class="blue-text mr-xl-5 mb-3">Accelerate traditional machine learning models on GPU with ONNX Runtime</h3>
+									<div><a href="https://cloudblogs.microsoft.com/opensource/2020/09/29/accelerate-machine-learning-models-gpu-onnx-runtime-hummingbird/" target="_blank" class="link"><span class="link-content">Read
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