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.

References

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