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For my money -- as a machine learning engineer -- the simplest explanation is Christopher Bishop's:

https://www.youtube.com/watch?v=QJSEQeH40hM

http://mlss.tuebingen.mpg.de/2013/2013/bishop_slides.pdf#pag...




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