Advanced lectures on machine learning
| Permalink: | http://skupni.nsk.hr/Record/fer.KOHA-OAI-FER:34714/TOC |
|---|---|
| Ostali autori: | Machine Learning Summer School (-) |
| Ostali autori: | Bousquet, Olivier (-), Luxburg, Ulrike von, Rätsch, Gunnar |
| Vrsta građe: | Knjiga |
| Jezik: | eng |
| Impresum: |
Berlin ; New York :
Springer,
2004.
|
| Nakladnička cjelina: |
Lecture notes in computer science ;
3176. Lecture notes in computer science. Lecture notes in artificial intelligence. Lecture notes in computer science. Tutorial |
| Predmet: | |
| Online pristup: |
Table of contents only Restricted to Springer LINK subscribers Publisher description |
Sadržaj:
- An Introduction to Pattern Classification
- - Elad Yom-Tov
- Some Notes on Applied Mathematics for Machine Learning
- - Christopher J.C. Burges
- Bayesian Inference: An Introduction to Principles and Practice in Machine Learning
- - Michael E. Tipping
- Gaussian Processes in Machine Learning
- - Carl Edward Rasmussen
- Unsupervised Learning
- - Zoubin Ghahramani
- Monte Carlo Methods for Absolute Beginners
- - Christophe Andrieu
- Stochastic Learning
- - Léon Bottou
- Introduction to Statistical Learning Theory Olivier Bousquet, Stéphane Boucheron, Gábor Lugosi
- Concentration Inequalities
- - Stéphane Boucheron, Gábor Lugosi, Olivier Bousquet