Es ist eine neuere Version 2013W dieser LV im Curriculum Masterstudium Bioinformatics (auslaufend) 2019W vorhanden.
Workload
Ausbildungslevel
Studienfachbereich
VerantwortlicheR
Semesterstunden
Anbietende Uni
1,5 ECTS
M2 - Master 2. Jahr
Informatik
Ulrich Bodenhofer
1 SSt
Johannes Kepler Universität Linz
Detailinformationen
Quellcurriculum
Masterstudium Informatik (auslaufend) 2012W
Ziele
This practical course complements the lecture "Theoretical Concepts of Machine Learning" and aims at practicing the concepts and methods acquired in the lecture.
Lehrinhalte
Generalization error
Bias-variance decomposition
Error models
Model comparisons
Estimation theory
Statistical learning theory
Worst-case and average bounds on the generalization error
Structural risk minimization
Bayes framework
Evidence framework for hyperparameter optimization
Optimization techniques
Theory of kernel methods
Beurteilungskriterien
Marking is based on homework
Lehrmethoden
Students are given assignments in 1-2 week intervals. Homework must be handed. Results are to be presented and discussed in the course.
Abhaltungssprache
Englisch
Literatur
Assignments and homework submissions are managed via JKU Moodle.
Where necessary, complimentary course material is provided for download.
