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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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votes
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 …