Machine Learning, Illustrated: Evaluation Metrics for Classification

A comprehensive (and colorful) guide to everything you need to know about evaluating classification models

Shreya Rao
Towards Data Science
12 min readApr 20, 2023

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I realized through my learning journey that I’m an incredibly visual learner and I appreciate the use of color and fun illustrations to learn new concepts, especially scientific ones that are typically explained like this:

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