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Evaluation Metrics and Statistical Tests for Machine Learning

Summary by Nature
Research on different machine learning (ML) has become incredibly popular during the past few decades. However, for some researchers not familiar with statistics, it might be difficult to understand how to evaluate the performance of ML models and compare them with each other. Here, we introduce the most common evaluation metrics used for the typical supervised ML tasks including binary, multi-class, and multi-label classification, regression, i…

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techiexpert.com broke the news in on Tuesday, May 20, 2025.
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