A step-by-step guide to robust ML classification

How to avoid common pitfalls and dig deeper into our models

Ryan Burke
Towards Data Science
17 min readMar 3, 2023

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Photo by Luca Bravo on Unsplash

In previous articles, I focused mainly on presenting individual algorithms that I found interesting. Here, I walk through a complete ML classification project. The goal is to touch on some of the common pitfalls in ML projects and describe to the readers how to avoid them. I will…

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