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Linear Regression vs Logistic Regression: Which One Do You Actually Need?

Linear regression and logistic regression sound like twins, but they answer completely different kinds of questions. Here's the simple way to tell them apart, with real business examples and the one mistake beginners always make.

SShashank Kashyap
ยทJul 25, 2026 ยท4 min read
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If you are just starting out with machine learning, you will run into these two names in your first week: linear regression and logistic regression. They sound like twins. They are not. Mixing them up is one of the most common beginner mistakes in data science, so let's clear it up with a simple picture.

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Shashank Kashyap

Data analytics mentor at Flexing Data โ€” IIM Sambalpur guest lecturer & EY alumnus. I help non-tech learners become job-ready data analysts.

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