Update build-a-k-nearest-neighbor-model-with-p5js.mdx

Author: sonnynomnom

projects/build-a-k-nearest-neighbor-model-with-p5js/build-a-k-nearest-neighbor-model-with-p5js.mdx

@@ -52,15 +52,19 @@ To decide, you compare their stats to characters you've already created. If most
 
 That's KNN: look at the most similar examples, count the votes, and classify the new datapoint as the majority class. If you'd like to learn more about Machine Learning models and KNN, check out our [ML course](https://www.codedex.io/machine-learning)!
 
+So what's p5.js?
+
 ## Visualization with p5.js
 
-So what's p5? [p5.js](https://www.codedex.io/p5js), a JavaScript library for creative coding, is one of my favorite programming tools, because it allows us to easily visualize complex ideas. When I was a high school computer science teacher, I would use p5.js in my classroom to introduce fundamental machine learning concepts to the students. 
+[p5.js](https://www.codedex.io/p5js), a JavaScript library for creative coding, is one of my favorite programming tools, because it allows us to easily visualize complex ideas. When I was a high school computer science teacher, I would use p5.js in my classroom to introduce fundamental machine learning concepts to the students. 
+
+In this project, we'll do exactly that! 
 
-In this project, we'll do exactly that! We'll create a visual demo of a K-Nearest Neighbor machine learning model using p5.js. Like this:
+We'll create a visual demo of a K-Nearest Neighbor machine learning model using p5.js. Like this:
 
 ![](https://i.imgur.com/vc2Iy9j.gif)
 
-Instead of warriors and wizards, our “characters” will simply be red 🔴 and green 🟢 points scattered across a canvas.
+Instead of warriors and wizards, our “characters” will simply be red 🔴 and green 🟢 dots scattered on a canvas.
 
 Each character's "stats" are represented by its position on the canvas. For example, the `x` and `y` coordinates could represent a character's health and strength respectively.