diff --git a/about.html b/about.html
index f6b5a7dfa6..4fd2cdabb8 100644
--- a/about.html
+++ b/about.html
@@ -167,11 +167,11 @@
                                             <span class="link-content">News</span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                     <li class="mb-2">
-                                        <a target="_blank" href="https://www.onnxruntime.ai/docs/tutorials/">
+                                        <a target="_blank" href="https://github.com/microsoft/onnxruntime/tree/master/samples">
                                             <span class="link-content">Tutorials</span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                     <li class="mb-2">
-                                        <a target="_blank" href="https://www.onnxruntime.ai/docs/reference/api/">
+                                        <a target="_blank" href="https://github.com/Microsoft/onnxruntime#api-documentation">
                                             <span class="link-content"><abbr title="Application Program Interface">APIs</abbr></span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                 </ul>
diff --git a/images/vespa-logo.png b/images/vespa-logo.png
deleted file mode 100644
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diff --git a/index.html b/index.html
index 2388847a7f..0b31613a86 100644
--- a/index.html
+++ b/index.html
@@ -237,11 +237,13 @@
 															<span><abbr>CUDA</abbr></span></div>
 														<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="DirectML">
 															<span>Direct<abbr>ML</abbr></span></div>
-														<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="DNNL">
+														<div class="col-lg-2dot4 col r-option version" role="option" tabindex="-1" aria-selected="false" id="DNNL">
 															<span><abbr>DNNL</abbr></span></div>
-														<div class="col-lg-2dot5 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="MIGraphX">
+														<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="MKL-ML">
+															<span><abbr>MKL-ML</abbr></span></div>
+														<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="MIGraphX">
 															<span>MIGraphX (Preview)</span></div>
-														<div class="col-lg-2dot5 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="NNAPI">
+														<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="NNAPI">
 															<span>NNAPI (Preview)</span></div>	
 														<div class="col-lg-2dot5 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="NUPHAR">
 															<span><abbr>NUPHAR (Preview)</abbr></span></div>
@@ -396,14 +398,6 @@
 							</div>
 						
 							<div class="row equalHeight-2 blue-title-columns">
-								<div class="col-12 col-md-4 mb-4 mb-md-0">
-									<div class="news-img pb-4 pb-md-5 mr-xl-5 text-center">
-										<img src="./images/vespa-logo.png" alt="Vespa logo">
-									</div>
-									<h3 class="blue-text mr-xl-5 mb-3">ONNX Runtime scenario highlight: Vespa.ai integration</h3>
-									<div><a href="https://cloudblogs.microsoft.com/opensource/2020/12/14/onnx-runtime-vespa-ai-integration/" target="_blank" class="link"><span class="link-content">Read
-												more</span><span class="link-arrow fa fa-angle-right"></span></a></div>
-								</div>
 								<div class="col-12 col-md-4 mb-4 mb-md-0">
 									<div class="news-img pb-4 pb-md-5 mr-xl-5 text-center">
 										<img src="./images/ORT-Mobile.png" alt="ORT Mobile diagram">
@@ -412,7 +406,7 @@
 									<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> 
 								</div>
-								<div class="col-12 col-md-4">
+								<div class="col-12 col-md-4 mb-4 mb-md-0">
 									<div class="news-img pb-4 pb-md-5 mr-xl-5 text-center">
 										<img src="./images/ORT-Edge-Azure.png" alt="ORT on Edge devices in Azure">
 									</div>
@@ -420,6 +414,14 @@
 									<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>	
 								</div>
+								<div class="col-12 col-md-4">
+									<div class="news-img pb-4 pb-md-5 mr-xl-5 text-center">
+										<img src="./images/hummingbird_ort.png" alt="Hummingbird_ORT">
+									</div>
+									<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
+												more</span><span class="link-arrow fa fa-angle-right"></span></a></div>
+								</div>
 							</div>
 						</div>
 					</section>
@@ -597,11 +599,11 @@
                                             <span class="link-content">News</span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                     <li class="mb-2">
-                                        <a target="_blank" href="https://www.onnxruntime.ai/docs/tutorials/">
+                                        <a target="_blank" href="https://github.com/microsoft/onnxruntime/tree/master/samples">
                                             <span class="link-content">Tutorials</span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                     <li class="mb-2">
-                                        <a target="_blank" href="https://www.onnxruntime.ai/docs/reference/api/">
+                                        <a target="_blank" href="https://github.com/Microsoft/onnxruntime#api-documentation">
                                             <span class="link-content"><abbr title="Application Program Interface">APIs</abbr></span><span class="link-arrow fa fa-angle-right"></span></a>
                                     </li>
                                 </ul>