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Hachi tells herself that she's got her eye on the future and her life with Takumi, but she just can't let go of the past and her friendship with Nana and the rest of Blast - especially Nobu. And the tangle gets thicker when Hachi's wedding has to be postponed in favor of Nana and Ren's nuptials. Can Hachi handle another delay in her happily-ever-after?

Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform The Weekend Chef: Easy Food for Lazy Days free ebook these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering.

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Author: Ai Yazawa
Number of Pages: 210 pages
Published Date: 02 Mar 2009
Publisher: Viz Media, Subs. of Shogakukan Inc
Publication Country: San Francisco, United States
Language: English
ISBN: 9781421518800
Download Link: Click Here
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