František Hakl Head of Department of Machine Learning Institute of Computer Science, The Czech Academy of Sciences Pod Vodárenskou věží 2, 182 07 Praha 8, Czech Republic office: 235 phone: (+420) 266 053 440 hakl cs.cas.cz

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Research interests:

• machine learning, supervised learning, deep neural networks
  
• probabilistic models of supervised learning (PAC etc.)
  
• approximation properties of neural network models
  
• theoretical background of genetic algorithms
  
• application of machine learning in high energy physics and other fields

Teaching:

Faculty of Nuclear Science and Physical Engineering, Czech Technical University

• Neural Networks and their Application I. ( CZ , EN )
  
• Neural Networks and their Application II. ( CZ , EN , CZ-slides )
  
• Probabilistic models of Learning ( CZ , EN )
  

Topics for dissertation and diploma thesis

• Estimates of the Number of Patterns in the PAC Model for Nonconsistent Separation ( CZ , EN )
  
• Analysis of Data-mining methods based on One--to--one Neural Networks ( CZ , EN )
  

Projects:

• Collaboration on the Fermilab experiments,
  Provider: Ministry of Education, Youth and Sports of the Czech Republic, No. CZ.02.1.01/0.0/0.0/16_013/0001787 (3/18 -- 3/20)
  
• Fermilab-CZ - Research Infrastructure for Fermilab Experiments,
  Provider: Ministry of Education, Youth and Sports of the Czech Republic, No. LM2015068 (1/16 -- 12/19)
  
• National Competence Center -- Cybernetics and Artificial Inteligence,
  Provider: Technology agency of the Czech Republic, No. TN01000024 (1/19 -- 12/20)
  

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• Curriculum Vitae (pdf) [last update: Apr 2019]

• Publications
• Slides

• Bookmarks