Uusi opinto-opas (sisältäen myös opetusohjelmat) lukuvuodelle 2018-2019 sijaitsee osoitteessa https://opas.peppi.utu.fi . Tältä sivustolta löytyvät enää vanhat opinto-oppaat ja opetusohjelmat.

The new study guide (incl. teaching schedules) for academic year 2018-2019 can be found at https://studyguide.utu.fi. This site contains only previous years' guides.

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Archived Curricula Guide 2014–2016
Curricula Guide is archieved. Please refer to current Curricula Guides
TKO_3103 Data Analysis and Knowledge Discovery 5 ECTS

Learning outcomes

This course enables to learn when and how to apply state of the art data analysis and knowledge discovery tools for data. Students will learn modern data analysis methods and algorithms to discover patterns and trends in large, complex and high-dimensional data sets, and turn data into information and knowledge.

Contents

The course introduces methods and algorithms for extracting information and knowledge from large datasets. This includes techniques for visualization, classification, regression, outlier detection, rule induction, model complexity selection, and model validation.

Teaching methods

Teaching method Contact Online
Lectures 28 h 0 h
Exercises

Modes of study

Option 1
Available for:
  • Degree Programme Students
  • Other Students
  • Doctoral Students
  • Exchange Students
Written exam
  • In English
Project / practical work
  • In English

Written exam and project work.

Evaluation

Numeric 0-5.

Study materials

M.R. Berthold, C. Borgelt, F. Höppner, F. Klawonn: Guide to Intelligent Data Analysis: How to Intelligently Make Sense of Real Data. Springer, London (2010) 

Belongs to following study modules

Department of Future Technologies
Department of Future Technologies
Department of Future Technologies
Department of Biochemistry

Open enrolments

Sep 28, 2020 - Oct 26, 2020
2014–2015
Teaching
Archived Teaching Schedule. Please refer to current Teaching Shedule.
Department of Future Technologies
DP in Computer Science
DP in Computer Science
DP Bachelor of Science in Techn.(Communication St)
DP in Information and Communication Technology
Finnish Study Modules