diff --git a/src/routes/components/training-and-inference.svelte b/src/routes/components/training-and-inference.svelte
index affa40fb2e34c..dac6f94ed9ff3 100644
--- a/src/routes/components/training-and-inference.svelte
+++ b/src/routes/components/training-and-inference.svelte
@@ -6,80 +6,73 @@
 	import Ortweb from '../../images/undraw/image_ortweb.svelte';
 </script>
 
-<div class="container mx-auto px-10">
-	<h1 class="text-4xl pb-2">ONNX Runtime Training</h1>
+<div class="container mx-auto px-10 my-10">
+	<h1 class="text-4xl pb-2">ONNX Runtime Inferencing</h1>
 	<p class="text-xl pb-4">
-		ONNX Runtime can be used to accelerate large model training and enable on-device training.
+		ONNX Runtime is the same tech that powers AI in Microsoft products like Office, Azure, and Bing, as well as in thousands of other projects across the world.
 	</p>
-	<a href="./training" class="btn btn-primary">Learn more about ONNX Runtime Training →</a>
+	<a href="./inference" class="btn btn-primary">Learn more about ONNX Runtime Inferencing →</a>
 	<div class="grid grid-cols-1 md:grid-cols-2 gap-10 mt-10 my-4 md:mx-10">
 		<div class="bg-slate-300 p-4 rounded">
 			<div class="grid xl:grid-cols-4 place-items-center">
 				<div class="col-span-3 text-black">
-					<h1 class="text-2xl pb-2">Large Model Training</h1>
+					<h1 class="text-2xl pb-2">ONNX Runtime Web</h1>
 					<p class="text-lg">
-						ORT Training can be used to accelerate training for a large number of popular models,
-						including <a href="https://huggingface.co/" class="text-blue-500">Hugging Face</a>
-						models like Llama-2-7b and curated models from the
-						<a href="https://ml.azure.com/" class="text-blue-500"
-							>Azure AI | Machine Learning Studio</a
-						> model catalog.
+						ONNX Runtime Web allows JavaScript developers to run and deploy machine learning models
+						in web browsers.
 					</p>
 				</div>
 				<div class="hidden xl:grid">
-					<Largemodeltraining />
+					<Ortweb />
 				</div>
 			</div>
 		</div>
 		<div class="bg-slate-300 p-4 rounded">
 			<div class="grid md:grid-cols-4 place-items-center">
 				<div class="col-span-3 text-black">
-					<h1 class="text-2xl pb-2">On-Device Training</h1>
+					<h1 class="text-2xl pb-2">ONNX Runtime Mobile</h1>
 					<p class="text-lg">
-						On-device training extends ORT Mobile inferencing to enable training on edge devices.
-						Developers can take an inference model and train it locally on-device to provide an
-						improved user experience for end customers.
+						ONNX Runtime Mobile allows you to run model inferencing on Android and iOS mobile devices.
 					</p>
 				</div>
 				<div class="hidden xl:grid">
-					<Ondevtraining />
+					<Ortmobile />
 				</div>
 			</div>
 		</div>
 	</div>
 </div>
-<div class="container mx-auto px-10 my-10">
-	<h1 class="text-4xl pb-2">ONNX Runtime Inferencing</h1>
+<div class="container mx-auto px-10">
+	<h1 class="text-4xl pb-2">ONNX Runtime Training</h1>
 	<p class="text-xl pb-4">
-		ONNX Runtime Inference powers machine learning models in key Microsoft products and services
-		across Office, Azure, Bing, as well as thousands of community projects.
+		ONNX Runtime enables on-device training and reduces costs for large model training.
 	</p>
-	<a href="./inference" class="btn btn-primary">Learn more about ONNX Runtime Inferencing →</a>
+	<a href="./training" class="btn btn-primary">Learn more about ONNX Runtime Training →</a>
 	<div class="grid grid-cols-1 md:grid-cols-2 gap-10 mt-10 my-4 md:mx-10">
 		<div class="bg-slate-300 p-4 rounded">
 			<div class="grid xl:grid-cols-4 place-items-center">
 				<div class="col-span-3 text-black">
-					<h1 class="text-2xl pb-2">ONNX Runtime Web</h1>
+					<h1 class="text-2xl pb-2">Large Model Training</h1>
 					<p class="text-lg">
-						ONNX Runtime Web allows JavaScript developers to run and deploy machine learning models
-						in browsers.
+						Accelerated training with ONNX Runtime reduces costs and improves data scientist velocity for many popular models from <a href="https://huggingface.co/" class="text-blue-500">Hugging Face</a>
+						and <a href="https://ml.azure.com/" class="text-blue-500">Azure Machine Learning</a>.
 					</p>
 				</div>
 				<div class="hidden xl:grid">
-					<Ortweb />
+					<Largemodeltraining />
 				</div>
 			</div>
 		</div>
 		<div class="bg-slate-300 p-4 rounded">
 			<div class="grid md:grid-cols-4 place-items-center">
 				<div class="col-span-3 text-black">
-					<h1 class="text-2xl pb-2">ONNX Runtime Mobile</h1>
+					<h1 class="text-2xl pb-2">On-Device Training</h1>
 					<p class="text-lg">
-						ONNX Runtime Mobile allows you to run model inferencing on mobile devices.
+						On-device training with ONNX Runtime lets developers take an inference model and train it locally on-device to deliver a more personalized and privacy-respecting experience for customers.
 					</p>
 				</div>
 				<div class="hidden xl:grid">
-					<Ortmobile />
+					<Ondevtraining />
 				</div>
 			</div>
 		</div>