Youness ECHCHADI

Youness ECHCHADI

Cloud & Solution Architect
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  • Avoiding Data Leakage with Scikit-learn Pipelines
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  • AWS IAM Roles for Automation: A Practical Least-Privilege Design
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Tag: Machine Learning

Avoiding Data Leakage with Scikit-learn Pipelines
Data Science

Avoiding Data Leakage with Scikit-learn Pipelines

Posted on October 6, 2026by Youness ECHCHADI

A model can score exceptionally well in a notebook and still fail on genuinely new data. One common reason is data leakage: information that would not be available at prediction time has influenced training or evaluation.

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