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+# Classifying MNIST Dataset With K-Nearest Neighbors
+
 Final Project for DSC106 at UCSD.
-Authors: Joyce Lu, Monica Dai, Henry Xu
+**Authors:** Joyce Lu, Monica Dai, Henry Xu
 
-Introducing k-nearest neighbors and how it can be used for handwritten digit classification using the MNIST dataset with visualizations created using D3.js.
+An interactive explorable with visualizations created using D3.js to introduce k-nearest neighbors and how it can be used for handwritten digit classification on the MNIST dataset.