Processing ......
FreeComputerBooks.com
Links to Free Computer, Mathematics, Technical Books all over the World
 
Machine Learning
Want to measure length or width of any objects on the earth? Try GIS Visualizer.
  • Title Machine Learning
  • Author(s) Abdelhamid Mellouk and Abdennacer Chebira
  • Publisher: InTech (January 01, 2009)
  • License(s): Attribution 3.0 Unported (CC BY 3.0)
  • Hardcover/Paperback 450 pages
  • eBook PDF Files
  • Language: English
  • ISBN-10: N/A
  • ISBN-13: 978-953-7619-56-1
  • Share This:  

Book Description

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 an extensive theoretical account of the fundamental ideas underlying machine learning 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 topics that have not been addressed 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 an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering.

About the Authors
  • N/A
Reviews, Ratings, and Recommendations: Related Book Categories: Read and Download Links: Similar Books:
Book Categories
:
Other Categories
Resources and Links