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Monday, December 10, 2012

The differences between machine learning, data mining, and statistics

The differences between machine learning, data mining, and statistics

From machine learning to data mining. From statistics to probability. A lot of it seems similar, so what are the differences? Statistician William Briggs explains in an FAQ.

What's the difference between machine learning, deep learning, big data, statistics, decision & risk analysis, probability, fuzzy logic, and all the rest?

None, except for terminology, specific goals, and culture. They are all branches of probability, which is to say the understanding and sometime quantification of uncertainty. Probability itself is an extension of logic.

I was surprised he didn't throw data science into the mix, but you could and the document would pretty much be the same.




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