Misc fixes

README.md

@@ -15,9 +15,9 @@ Come Join us from August 29th to September 2th for a Hackathon in person and onl
 <ul class="lg:col-span-2" style="list-style: circle inside;padding-left: 40px;">
    <li class="my-4"><b>Who's invited:</b> Anyone willing to join
 </li>
-   <li class="my-4"><b>Goal:</b>Build Machine Learning/Data Science demos. Demo with most votes gets a prize 🎁 (see below). You can also join if you don't know much about ML/Data Science!</li>
+   <li class="my-4"><b>Goal:</b> Build Machine Learning/Data Science demos. Demo with most votes gets a prize 🎁 (see below). You can also join if you don't know much about ML/Data Science!</li>
    <li class="my-4"><b>Python Level:</b> Any</li>
-   <li class="my-4"> Join the EuroSciPy2022 organization on HuggingFace by clicking <a href="https://huggingface.co/organizations/EuroSciPy2022/share/PmvksSSiuLLAZzCoCVVtbOVWQUfsFRvgsi" style="text-decoration: underline" target="_blank">here</a> </li>
+   <li class="my-4"><b>Important:</b> join the EuroSciPy2022 organization on HuggingFace by clicking <a href="https://huggingface.co/organizations/EuroSciPy2022/share/PmvksSSiuLLAZzCoCVVtbOVWQUfsFRvgsi" style="text-decoration: underline" target="_blank">here</a> </li>
 </ul>
 
 <h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Getting Started</h3>
@@ -28,7 +28,7 @@ Come Join us from August 29th to September 2th for a Hackathon in person and onl
 </li>
    <li class="my-4">The Gradio docs are <a href="https://gradio.app/docs/" style="text-decoration: underline" target="_blank">here</a>.
 </li>
-   <li class="my-4">This <a href="https://huggingface.co/docs/hub/spaces-sdks-gradio" style="text-decoration: underline" target="_blank">guide</a> covers how to host Gradio apps on HuggingFace spaces..
+   <li class="my-4">This <a href="https://huggingface.co/docs/hub/spaces-sdks-gradio" style="text-decoration: underline" target="_blank">guide</a> covers how to host Gradio apps on HuggingFace spaces.
 </li>
    <li class="my-4"> Join the EuroSciPy2022 organization on HuggingFace by clicking <a href="https://huggingface.co/organizations/EuroSciPy2022/share/PmvksSSiuLLAZzCoCVVtbOVWQUfsFRvgsi" style="text-decoration: underline" target="_blank">here</a> </li>
 </ul>
@@ -36,7 +36,7 @@ Come Join us from August 29th to September 2th for a Hackathon in person and onl
 
 <h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Hackathon Ideas: </h3>
    <ul class="lg:col-span-2" style="list-style: circle inside;padding-left: 40px;">
-      <li class="my-4">Any machine learning model or concept is a good candidate for a demo. Check out the spaces hosted in this organization for <a href="https://huggingface.co/spaces/EuroSciPy2022/timeseries-forecasting-with-prophet" style="text-decoration: underline" target="_blank">time series forecasting</a> <a href="https://huggingface.co/spaces/EuroSciPy2022/xgboost-income-prediction-with-explainability" style="text-decoration: underline" target="_blank">income classification with explainability</a> </li>
+      <li class="my-4">Any machine learning model or concept is a good candidate for a demo. Check out the spaces hosted in this organization for <a href="https://huggingface.co/spaces/EuroSciPy2022/timeseries-forecasting-with-prophet" style="text-decoration: underline" target="_blank">time series forecasting</a> and   <a href="https://huggingface.co/spaces/EuroSciPy2022/xgboost-income-prediction-with-explainability" style="text-decoration: underline" target="_blank">income classification with explainability</a> </li>
       <li class="my-4">Implement a demo for a trending paper from <a href="https://paperswithcode.com/" style="text-decoration: underline">https://paperswithcode.com/</a></li>
       <li class="my-4">Models from huggingface model hub: <a href="https://huggingface.co/models" style="text-decoration: underline">https://huggingface.co/models</a> In particular, the <a href="https://huggingface.co/models?pipeline_tag=tabular-classification" style="text-decoration: underline">tabular classification</a> and <a href="https://huggingface.co/models?pipeline_tag=tabular-regression" style="text-decoration: underline">tabular regression</a> models may be of interest.</li>
       <li class="my-4">Papers from NAACL 2022 event <a href="https://huggingface.co/NAACL2022" style="text-decoration: underline">https://huggingface.co/NAACL2022</a></li>
@@ -63,6 +63,4 @@ Come Join us from August 29th to September 2th for a Hackathon in person and onl
 </ul>
 
 <h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">LeaderBoard for Most Popular EuroSciPy Spaces</h3>
-  <p class="lg:col-span-2">See the <a href="https://huggingface.co/spaces/EuroSciPy2022/Leaderboard" target="_blank" style="text-decoration:underline; font-weight:bold">EuroSciPy Leaderboard</a></p>
-    <h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Huging Face Spaces & Gadio for Showcasing your EuroSciPy ‘22 Demo 
-</h4>
+  <p class="lg:col-span-2">See the <a href="https://huggingface.co/spaces/EuroSciPy2022/Leaderboard" target="_blank" style="text-decoration:underline; font-weight:bold">EuroSciPy Leaderboard</a></p>