diff --git a/index.html b/index.html
index 65087b6f7a..81308cac1c 100644
--- a/index.html
+++ b/index.html
@@ -217,7 +217,7 @@
 											<div class="row r-wrap mb-1 mb-md-0 mr-0">
 												<div class="col-md-3 r-heading ">
 													<h3 id="selectArchitecture" class="align-self-center">Architecture</h3>
-													<p id="decriptionArchitecture" class="sr-only">Architecture list contains four items</p>
+													<p id="decriptionArchitecture" class="sr-only">Architecture list contains five items</p>
 												</div>
 												<div class="col-md-9 r-content pr-0 pl-md-4" role="listbox" id="listbox-3" aria-labelledby="selectArchitecture" aria-describedby="decriptionArchitecture">
 													<div class="row architecture">
@@ -229,6 +229,8 @@
 															<span><abbr>ARM64</abbr></span></div>
 														<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="ARM32">
 															<span><abbr>ARM32</abbr></span></div>
+														<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="Power">
+															<span><abbr>IBM Power</abbr></span></div>
 													</div>
 												</div>
 											</div>
@@ -347,7 +349,8 @@
 														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_DefaultCPU"><span><abbr>Default CPU</abbr></span></div>
 														<div class="col r-option version selected" role="option" tabindex="0" aria-selected="true" id="ot_CUDA10"><span><abbr>CUDA 10.2</abbr></span></div>
 														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_CUDA11"><span><abbr>CUDA 11.1</abbr></span></div>
-														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_AMD"><span><abbr>ROCm 4.2 (Preview)</abbr></span></div>
+														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_ROCm42"><span><abbr>ROCm 4.2 (Preview)</abbr></span></div>
+														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_ROCm431"><span><abbr>ROCm 4.3.1 (Preview)</abbr></span></div>
 														<div class="col r-option version" role="option" tabindex="-1" aria-selected="false" id="ot_DNNL"><span><abbr>oneDNN</abbr></span></div>
 													</div>
 												</div>
diff --git a/js/script.js b/js/script.js
index de3c828b0f..389c15f379 100644
--- a/js/script.js
+++ b/js/script.js
@@ -536,15 +536,18 @@ function ot_buildMatcher() {
 var ot_validCombos = {
    //linux
     "ot_linux,ot_PyTorch18,ot_X64,ot_CUDA10":
-    "pip install torch-ort -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.cu102.html<br/> python -m torch_ort.configure",
+    "pip install torch-ort<br/> python -m torch_ort.configure",
 
     "ot_linux,ot_PyTorch18,ot_X64,ot_CUDA11":
-    "pip install torch-ort -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.cu111.html<br/> python -m torch_ort.configure",
+    "pip install torch-ort -f https://download.onnxruntime.ai/onnxruntime_stable_cu111.html<br/> python -m torch_ort.configure",
 
     "ot_linux,ot_PyTorch18,ot_X64,ot_DefaultCPU":
     "Follow sample notebook from <a href='https://github.com/microsoft/onnxruntime-training-examples' target='_blank'>here</a>",
 
-    "ot_linux,ot_PyTorch18,ot_X64,ot_AMD":
+    "ot_linux,ot_PyTorch18,ot_X64,ot_ROCm42":
+    "This combination requires an AMD docker image. See <a href=https://github.com/pytorch/ort>the torch-ort repo</a> for details",
+   
+    "ot_linux,ot_PyTorch18,ot_X64,ot_ROCm431":
     "This combination requires an AMD docker image. See <a href=https://github.com/pytorch/ort>the torch-ort repo</a> for details",
    
     "ot_linux,ot_PyTorch18,ot_X64,ot_DNNL":
@@ -554,10 +557,13 @@ var ot_validCombos = {
     "pip install torch-ort<br/> python -m torch_ort.configure",
 
     "ot_linux,ot_PyTorch19,ot_X64,ot_CUDA11":
-    "pip install torch-ort -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.cu111.html<br/> python -m torch_ort.configure",
+    "pip install torch-ort -f https://download.onnxruntime.ai/onnxruntime_stable_cu111.html<br/> python -m torch_ort.configure",
 
-    "ot_linux,ot_PyTorch19,ot_X64,ot_AMD":
-    "(Preview) pip install torch -f https://download.pytorch.org/whl/rocm4.2/torch_stable.html<br/>pip install torch-ort -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.rocm42.html<br/>python -m torch_ort.configure</br>",
+    "ot_linux,ot_PyTorch19,ot_X64,ot_ROCm42":
+    "(Preview) pip install torch -f https://download.pytorch.org/whl/rocm4.2/torch_stable.html<br/>pip install torch-ort -f https://download.onnxruntime.ai/onnxruntime_stable_rocm42.html<br/>python -m torch_ort.configure</br>",
+   
+    "ot_linux,ot_PyTorch19,ot_X64,ot_ROCm431":
+    "This combination requires an AMD docker image. See <a href=https://github.com/pytorch/ort>the torch-ort repo</a> for details",
    
     "ot_linux,ot_C++,ot_X64,ot_CUDA10":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
@@ -803,37 +809,37 @@ var validCombos = {
         "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-openvino' target='_blank'>here</a>",
 
     "windows,C-API,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "windows,C++,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "windows,C#,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "windows,Python,X64,TensorRT":
         "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
 
     "linux,C-API,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,C++,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,C#,X64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,Python,X64,TensorRT":
         "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
 
     "linux,C-API,ARM64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,C++,ARM64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,C#,ARM64,TensorRT":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
+        "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu' target='_blank'>Microsoft.ML.OnnxRuntime.Gpu</a> <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,Python,ARM64,TensorRT":
         "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-tensorrt' target='_blank'>here</a>",
@@ -860,7 +866,7 @@ var validCombos = {
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.DirectML' target='_blank'>Microsoft.ML.OnnxRuntime.DirectML</a>",
 
     "windows,Python,X86,DirectML":
-    "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-directml' target='_blank'>here</a>",
+    "Follow build instructions from [here](https://aka.ms/build-ort-directml)",
     
     "windows,C-API,X64,DirectML":
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.DirectML' target='_blank'>Microsoft.ML.OnnxRuntime.DirectML</a>",
@@ -872,7 +878,7 @@ var validCombos = {
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.DirectML' target='_blank'>Microsoft.ML.OnnxRuntime.DirectML</a>",
     
     "windows,Python,X64,DirectML":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-directml' target='_blank'>here</a>",
+        "pip install onnxruntime-directml",
     
     "windows,C-API,ARM64,DirectML":
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.DirectML' target='_blank'>Microsoft.ML.OnnxRuntime.DirectML</a>",
@@ -884,7 +890,7 @@ var validCombos = {
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.DirectML' target='_blank'>Microsoft.ML.OnnxRuntime.DirectML</a>",
     
     "windows,Python,ARM64,DirectML":
-        "Follow build instructions from&nbsp;<a href='https://aka.ms/build-ort-directml' target='_blank'>here</a>",
+        "Follow build instructions from [here](https://aka.ms/build-ort-directml)",
     
     "linux,Java,X64,DefaultCPU":
         "Add a dependency on <a href='https://search.maven.org/artifact/com.microsoft.onnxruntime/onnxruntime' target='_blank'>com.microsoft.onnxruntime:onnxruntime</a> using Maven/Gradle",
@@ -948,7 +954,7 @@ var validCombos = {
         "Add a dependency on <a href='https://search.maven.org/artifact/com.microsoft.onnxruntime/onnxruntime_gpu' target='_blank'>com.microsoft.onnxruntime:onnxruntime_gpu</a> using Maven/Gradle. <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/CUDA-ExecutionProvider.html#requirements' target='_blank'>docs</a> for requirements.",
 
     "windows,Java,X64,TensorRT":
-        "Follow <a href='http://www.onnxruntime.ai/docs/how-to/build/inferencing.html#common-build-instructions' target='_blank'>build</a> and <a href='https://aka.ms/onnxruntime-java' target='_blank'>API instructions</a>",
+        "Add a dependency on <a href='https://search.maven.org/artifact/com.microsoft.onnxruntime/onnxruntime_gpu' target='_blank'>com.microsoft.onnxruntime:onnxruntime_gpu</a> using Maven/Gradle. <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "windows,Java,X64,DNNL":
         "Follow <a href='http://www.onnxruntime.ai/docs/how-to/build/inferencing.html#common-build-instructions' target='_blank'>build</a> and <a href='https://aka.ms/onnxruntime-java' target='_blank'>API instructions</a>",
@@ -963,7 +969,7 @@ var validCombos = {
         "Follow <a href='http://www.onnxruntime.ai/docs/how-to/build/inferencing.html#common-build-instructions' target='_blank'>build</a> and <a href='https://aka.ms/onnxruntime-java' target='_blank'>API instructions</a>",
 
     "linux,Java,X64,TensorRT":
-        "Follow <a href='http://www.onnxruntime.ai/docs/how-to/build/inferencing.html#common-build-instructions' target='_blank'>build</a> and <a href='https://aka.ms/onnxruntime-java' target='_blank'>API instructions</a>",
+        "Add a dependency on <a href='https://search.maven.org/artifact/com.microsoft.onnxruntime/onnxruntime_gpu' target='_blank'>com.microsoft.onnxruntime:onnxruntime_gpu</a> using Maven/Gradle. <br/>Refer to <a href='http://www.onnxruntime.ai/docs/reference/execution-providers/TensorRT-ExecutionProvider.html' target='_blank'>docs</a> for usage details.",
 
     "linux,Java,X64,DNNL":
         "Follow <a href='http://www.onnxruntime.ai/docs/how-to/build/inferencing.html#common-build-instructions' target='_blank'>build</a> and <a href='https://aka.ms/onnxruntime-java' target='_blank'>API instructions</a>",
@@ -1139,7 +1145,6 @@ var validCombos = {
     "linux,C++,ARM64,RockchipNPU":
         "Follow build instructions from <a href='https://aka.ms/build-ort-rknpu' target='_blank'>here</a>",
 
-    
     "mac,C-API,ARM64,CoreML":
         "<i>Coming soon!</i>",
 
@@ -1150,8 +1155,18 @@ var validCombos = {
         "<i>Coming soon!</i>",
     
     "mac,C-API,ARM64,CoreML":
-        "<i>Coming soon!</i>"
+        "<i>Coming soon!</i>",
+
+    //power
+    "linux,C-API,Power,DefaultCPU":
+        "Follow build instructions from <a href='https://onnxruntime.ai/docs/build/inferencing.html#common-build-instructions' target='_blank'>here</a>",
     
+     "linux,C++,Power,DefaultCPU":
+        "Follow build instructions from <a href='https://onnxruntime.ai/docs/build/inferencing.html#common-build-instructions' target='_blank'>here</a>",
+    
+    "linux,Python,Power,DefaultCPU":
+        "Follow build instructions from <a href='https://onnxruntime.ai/docs/build/inferencing.html#common-build-instructions' target='_blank'>here</a>"
+
 };
 
 function commandMessage(key) {