Vorlesungssammlung

Collection of lecture material on machine learning, information theory, and related topics

Für weitere Einträge kurze E-Mail mit Einträgen analog zur Tabelle unten an Dr. Andreas Fehlner ().

Index Vorlesungsinhalt Links zu Materialien Autor bzw. Verantwortlicher für den Eintrag
1.

Lecture on Information Theory & Information Field Theory

Imaging in astronomy, geology and medicine require intelligent methods to obtain high fidelity images from noisy, incomplete data. The theoretical and mathematical framework in which imaging and data analysis methods are derived. Based on this, information theory for fields will be developed, which can be used to reconstruct signals from data. The following topics will be addressed:

  • Aristotelian & Bayesian logic
  • Measurement process
  • Information measures
  • Relation to thermodynamics and statistical mechanics
  • Theory of Wiener filter
  • Construction of optimal non-linear filters

Manuskript:

https://wwwmpa.mpa-garching.mpg.de/~ensslin/lectures/Files/ScriptIT&IFT.pdf

 

Übungsaufgaben:

https://wwwmpa.mpa-garching.mpg.de/~ensslin/lectures/

 

 
 Torsten Ensslin