Machine Learning Group


  • Dr hab. inż. Urszula Markowska-Kaczmar, prof. PWr.
  • prof. dr hab. inż. Halina Kwaśnicka
  • dr inż. Mariusz Paradowski
  • dr inż. Jerzy Sas
  • dr inż. Martin Tabakow
  • mgr inż. Michał Spytkowski (PhD Student)
  • mgr inż. Łukasz Olech (PhD Student)

The research area

  • Methods to generate a hierarchy of groups and the development of metrics for their evaluation
  • Possibilities of using the hierarchy of groups in the automatic interpretation of images – a trial of filling up a semantic gap in the field of image analysis
  • Development of machine learning methods
  • Speech Recognition
  • Knowledge Extraction from Neural Networks
  • Deep Learning
  • Practical applications of intelligent techniques

Competence and possible areas of cooperation

  • Analysis of the different types of data (numeric data, symbolic, text, images)
  • Medical Decision support systems
  • Automatic monitoring of the elderly
  • Analysis and automatic translation of sign language
  • Automatic monitoring of media
  • Other, as indicated by a co-operator or client

Selected results

Some books (mainly in Polish):

ekstr_regul ucz inn ewol_nn

Orator – the intelligent system for stuttering therapy support

VCOP – The visual communication with a computer for paralyzed people

Evolutionary design of neural networks: the possibility of direct and indirect encoding to the evolution of accurate, small neural networks

Computer system for medical speech recognition (description of X-ray images), the system was presented in TVP Wroclaw
Bimbus Pajaczek and you – a computer system to support the education of children with dyslexia (prototype)