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Some other papers I read show that you might be capable to prune the network in the middle of coaching, which would make bigger models a lot more practical to work with. Machine finding out is one particular of the fastest growing areas of laptop or computer science, with far-reaching applications. The aim of this textbook is to introduce machine finding out, and the algorithmic paradigms it delivers, in a principled way. The book supplies an in depth theoretical account of the basic tips underlying machine understanding and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central subjects that have not been addressed by prior textbooks.
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