Statistical Mechanics of Learning

Description

The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics, and include many examples and exercises.

Download Description:

Learning is one of the things that humans do naturally, and it has always been a challenge for us to understand the process. Nowadays this challenge has another dimension as we try to build machines that are able to learn and to undertake tasks such as datamining, image processing and pattern recognition. We can formulate a simple framework, artificial neural networks, in which learning from examples may be described and understood. The contribution to this subject made over the last decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics and include many examples and exercises to make a book that can be used with courses, or for self-teaching, or as a handy reference.

http://rapidshare.com/files/28000751/gigapedia.org_StatMechLearn.rar.html

Disclaimer:
Contents of this page are indexed from the Internet. All actions are under your responsability. Email us to report illegal contents or external links and we'll remove them immediately.

Please check the description for download links if any or do a search to find alternative books.

Can't Download?
Please search mirrors if you can't find download links for "Statistical Mechanics of Learning" in "Description" and someone else may update the links. Check the comments when back to find any updates.

Search Mirrors
Maybe some mirror pages will be helpful, search this book at top of this page or click here to find more info.

1. Ebooks list page : 380
2. Statistical Mechanics of Learning
3. Statistical Mechanics of Learning
4. Statistical Mechanics of Learning
5. Statistical Mechanics Learning
6. Statistical Mechanics of Learning
7. Statistical Mechanics of Learning
8. Statistical Mechanics of Learning
9. Statistical Mechanics Learning
10. Operator Algebras and Quantum Statistical Mechanics 2: Equilibrium States. Models in Quantum Statistical Mechanics (Repost)
11. [share_ebook] Statistical Physics I (Equilibrium statistical mechanics)
12. Scaling Limits in Statistical Mechanics and Microstructures in Continuum Mechanics (Theoretical and Mathematical Physics)
13. Statistical Physics I: Equilibrium Statistical Mechanics
14. Statistical Mechanics
15. Statistical Mechanics
16. Statistical Mechanics