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README.md

@@ -15,11 +15,18 @@ pinned: false
  <h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Tutorial on Setting up Gradio Demo on Hugging Face: <a href="https://huggingface.co/blog/gradio-spaces" style="text-decoration: underline" target="_blank">https://huggingface.co/blog/gradio-spaces</a>
 </h3>
     <img class="lg:col-span-2" src="https://cvpr2022.thecvf.com/sites/default/files/CVPR%20NewOrleansLogo_WebsiteCorner.png" alt="Gradio Banner" style="margin:10px">
-    <h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">The CVPR 2022 Demo Program invites submissions of demos for the CVPR Demo Track. 
+    <h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Hugging Face Spaces & Gradio for Showcasing your CVPR ‘22 Demo 
 </h4>
    <p class="lg:col-span-2">
-   The CVPR 2022 Demo Program invites submissions of demos for the CVPR Demo Track. 
-Submissions may range from early research demos to mature production-ready systems. We particularly encourage publicly available open-source and open-access systems. We also encourage interactive industrial or individual systems that are innovative given the state of the art of current research in the CVPR community. Each submitted demo will include the system (or link) AND a paper (Papers are limited to eight pages, including figures and tables, in the CVPR style.) describing the system.</p><br />
+   In this tutorial, we will demonstrate how to showcase your demo with an easy to use web interface using the Gradio Python library and host it on Hugging Face Spaces so that conference attendees can easily find and try out your demos. 
+   </p>
+ <h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">🚀 Create a Gradio Demo from your Model
+</h3>
+    <p class="lg:col-span-2">
+
+The first step is to create a web demo from your model. As an example, we will be creating a demo from an image classification model (called model) which we will be uploading to Spaces. The full code for steps 1-4 can be found in this colab notebook.
+
+</p><br />
 
 <p class="lg:col-span-2">
 Areas of interest include all topics related to CVPR, including but not limited to the topics listed on the main conference website.