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How Hidden Target Leakage in Public Datasets Skews Machine Learning Models
When machine learning models achieve near-perfect predictive scores on real-world data, the outcome is typically celebrated as a breakthrough. However, a data science researcher has demonstrated how easily these exceptional metrics can mask a fundamental flaw known as target leakage, where the input variables supplied to a model already contain the answer in some form.…
