From Curve Fitting to Machine Learning: An Illustrative - download pdf or read online

By Achim Zielesny

This profitable ebook offers in its moment variation an interactive and illustrative consultant from two-dimensional curve becoming to multidimensional clustering and computer studying with neural networks or help vector machines. alongside the way in which subject matters like mathematical optimization or evolutionary algorithms are touched. All strategies and ideas are defined in a transparent reduce demeanour with graphically depicted plausibility arguments and a bit undemanding mathematics.

The significant themes are broadly defined with exploratory examples and purposes. the first objective is to be as illustrative as attainable with out hiding difficulties and pitfalls yet to handle them. the nature of an illustrative cookbook is complemented with particular sections that handle extra basic questions just like the relation among desktop studying and human intelligence.

All subject matters are thoroughly tested with the computing platform Mathematica and the Computational Intelligence applications (CIP), a high-level functionality library constructed with Mathematica's programming language on best of Mathematica's algorithms. CIP is open-source and the particular code used during the e-book is freely accessible.

The goal readerships are scholars of (computer) technology and engineering in addition to clinical practitioners in and academia who deserve an illustrative creation. Readers with programming talents might simply port or customise the supplied code. "'From curve becoming to desktop studying' is ... an invaluable e-book. ... It comprises the elemental formulation of curve becoming and comparable matters and throws in, what's lacking in such a lot of books, the code to breed the results.
All in all this is often a fascinating and invaluable booklet either for beginner in addition to specialist readers. For the beginner it's a stable introductory e-book and the specialist will take pleasure in the numerous examples and dealing code". Leslie A. Piegl (Review of the 1st version, 2012).

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From Curve Fitting to Machine Learning: An Illustrative Guide to Scientific Data Analysis and Computational Intelligence (Intelligent Systems Reference Library) by Achim Zielesny


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