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Statistics is a scientific approach to inductive inference and prediction based on probabilistic models of the data. By extension, it covers the design of experiments and surveys to gather data for this purpose.

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Books about the "Science" in Data Science?

Introductory: Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach) Learning From Data (Abu-Mostafa et al.) Introduction to Statistical Learning (James et al.) Diggin …
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