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Supervised Learning

Can anyone provide a ‘good’ introductory book on’supervised learning’? I have been taking a couple of courses on ‘learning machine’. So, I have basic knowledge about the working of supervised learning. But, I don’t know any good books.
Thanks

A:

This is a partially open-ended question. If you want a thorough book on the subject, I’d suggest taking a look at the following:

C. Bishop, Pattern recognition and machine learning,
Springer, 2006.

It is very close to a standard textbook, with a somewhat more mathematical than “learning machine” attitude towards the subject.
Another good book is

D. Cover and J. Thomas, Elements of Information Theory,
John Wiley & Sons, 1989.

It is very close to a standard textbook, with a somewhat less formal than “learning machine” attitude towards the subject.
If you are interested in the subject at a more introductory level, then I’d suggest “The Pattern Classification Book”, by Frank Harrell. It is more of a “data mining” book, but it contains a lot of basic information on supervised learning.

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