rohanchanani · rohanchanani · Jan 17, 2022 · Jan 21, 2022 · Jan 26, 2022 · Jan 28, 2022
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 Include/
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 # Algaeorithm
-A web application that allows users to upload images or image urls of Chlamydomonas algae cells and returns the number of cells in the image as well as outlines or circles indicating the cells the algorithm has counted. 
-The application uses vanilla JavaScript for the frontend and the Python framework Flask for the backend, and it is deployed to Heroku at https://algaeorithm.herokuapp.com/
 
-Watch our demo video <a href="https://www.youtube.com/watch?v=xL7aTt8Xcdo">here</a>.
+## Project Overview
+Algaeorithm is a web-based machine learning application now used in academic settings to analyze images of algae cells for bioenergy education and research. It is funded by the U.S. Department of Energy and Silicon Valley Clean Energy. The application uses vanilla JavaScript for the frontend and the Python framework Flask for the backend, and it is deployed through AWS <a href="https://algaeorithm.com/">here</a>. The image analysis algorithm uses a TensorFlow convolutional neural network and a manual implementation of the YOLOv1 algorithm with Jax and Flax.
+
+## Accolades
+
+<ul>
+  <li>AlgaePrize: Finalist, Champion, and Best Presentation</li>
+  <li>Silicon Valley Clean Energy: Education Fund Grant Recipient</li>
+  <li>Congressional App Challenge: 2nd Place, Special Recognition</li>
+</ul>
+
+## Media
+<ul>
+  <li><a href="https://algaeorithm.com">Algaeorithm application</a></li>
+  <li><a href="https://isbscience.org/news/2023/08/10/high-school-duo-named-champions-in-doe-sponsored-algaeprize-competition/">AlgaePrize Press Release</a></li>
+  <li><a href="https://www.youtube.com/@algaeorithm301">Youtube Channel</a></li>
+  <li><a href="https://midpenpost.org/2022/06/12/how-a-rising-los-altos-senior-became-a-us-department-of-energy-algaeprize-finalist/">MidPeninsula Post Article</a></li>
+</ul>
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