I have seen posts about the difference between ML and Statistics. And I have also seen posts explaining that Statistical Learning is a statistical approach to ML. But then, this is confusing because what is the difference between Statistics and Statistical Learning anyways?
To finally resolve this confusion, I was hoping someone would be able to provide an answer.
Statistics is a mathematical science that studies the collection, analysis, interpretation, and presentation of data.
Statistical/Machine Learning is the application of statistical methods (mostly regression) to make predictions about unseen data. Statistical Learning and Machine Learning are broadly the same thing. The main distinction between them is in the culture.