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Common Causes of Data Leakage and how to Spot Them

Let’s learn how to identify and deal with the common causes of data leakage in ML models

Ivo Bernardo
Towards Data Science
8 min readMay 17, 2024

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Image by realaxer @Unsplash.com

One of a Data Scientist’s worst nightmares is data leakage. And why is data leakage so harmful? Because the ways your models may suffer from it are designed to convince you that your model is excellent and that you should be

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