Publication

Supervised Learning - An Introduction: Lectures given at the 30th Canary Islands Winter School of Astrophysics

Biehl, M., Apr-2019, Mittweida, Germany: Machine Learning Reports. 116 p. (Machine Learning Reports; vol. 01/2019)

Research output: Book/ReportReportProfessional

Based on a set of lectures given at the 30th Canary Islands Winter School of Astrophysics: Big Data Analysis in Astronomy, La Laguna, Tenerife, Spain, 11/2018
To a large extent, the material is taken from an MSc level course Neural Networks and Computational Intelligence
Computing Science Programme, University of Groningen
These notes present a selection of topics in the area of supervised machine learning. The focus is on the discussion of methods and algorithms for classification tasks. Regression by neural networks is discussed
only very briefly as it is in the center of complementary lectures. The same applies to concepts and methods of unsupervised learning.
The selection and presentation of the material is clearly influenced by personal biasses and preferences. Nevertheless, the lectures and notes should provide a useful, albeit incomplete, overview and serve as a
starting point for further exploration of the fascinating area of machine learning.
Original languageEnglish
Place of PublicationMittweida, Germany
PublisherMachine Learning Reports
Number of pages116
Volume01/2019
Publication statusPublished - Apr-2019
Event30th Canary Islands Winterschool of Astropysics: Big Data Analysis in Astronomy - Instituto de Astrofisica de Canarias (IAC), La Laguna, Tenerife, Spain
Duration: 4-Nov-201810-Nov-2018
http://www.iac.es/winterschool/2018/

Publication series

NameMachine Learning Reports
PublisherUniversity of Applied Sciences Mittweida
Volume01/2019
ISSN (Electronic)1865-3960

Event

30th Canary Islands Winterschool of Astropysics: Big Data Analysis in Astronomy

04/11/201810/11/2018

La Laguna, Tenerife, Spain

Event: Course

Related Activities
  1. Supervised Learning

    Michael Biehl (Invited speaker)
    4-Nov-201810-Nov-2018

    Activity: Talk or presentationAcademic

View all (1) »

View graph of relations

Download statistics

No data available

ID: 79334324