The Greatest Books of All Time on Evaluation Metrics
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This list represents a comprehensive and trusted collection of the greatest books. Developed through a specialized algorithm, it brings together 759 'best of' book lists to form a definitive guide to the world's most acclaimed books. For those interested in how these books are chosen, additional details can be found on the rankings page.
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“Evaluation Metrics” is a category for books that define, design, and apply measures of performance, quality, and impact across disciplines. These works explain how to select, construct, validate, and interpret metrics—covering statistical foundations, reliability and validity, fairness and bias, uncertainty, and the trade-offs that arise when optimizing for different goals. They survey quantitative and qualitative indicators used to assess models, programs, products, and policies (e.g., accuracy, precision/recall, AUC, error rates, KPIs, outcome measures), and show how metric choices shape decisions and accountability. With case studies from fields like machine learning, healthcare, education, business analytics, and public policy, this category equips researchers, analysts, and decision-makers to benchmark alternatives and improve systems with transparent, rigorous measurement.
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Click the button below to see how many of these books you've read!
Download
If you're interested in downloading this list as a CSV file for use in a spreadsheet application, you can easily do so by clicking the button below. Please note that to ensure a manageable file size and faster download, the CSV will include details for only the first 500 books.
DownloadTo download this list as a CSV file, please log in to your account. Once logged in, you'll be able to download the data for use in spreadsheet applications.
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