Statistics, Statistical Learning, and Machine Learning are three different areas with a large amount of overlap. Despite that overlap, they are distinct fields in their own right. The following picture illustrates the difference between the three fields.
An Introduction to Statistical Learning
VERY BASIC OVERVIEW OF STATISTICS AND MACHINE LEARNING
MACHINE LEARNING VS. STATISTICS
Machine Learning vs. Statistics
The Actual Difference Between Statistics and Machine Learning
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There is a theory for statistical learning from the last century.
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