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Pattern Recognition with Nearest Neighbors #2

Closed bbengfort closed 3 years ago

bbengfort commented 8 years ago

This post is the first in a series that discusses the machine learning methods that I will present in the Georgetown data analytics course. My hope is that I can expose through some tricky JavaScript/visualization the mechanism behind the learning as well as provide some description. These posts will go on DDL's blog.

For kNN the idea is to provide a visualization, that allows you to slide the k parameter to change the model. See Understanding the Bias Variance Trade-Off for something very similar. I will also provide accuracy metrics, as well as possibly a ROC curve or something similar. This will hopefully better allow students to understand how kNN works in practice.