new master specialization in ”knowledge engineering”€¦ · algorithms, swarms, nature...

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New Master Specialization in ”Knowledge Engineering” Dr. Pavel Kord´ ık, Ph.D. Department of Computer Science Faculty of Information Technology Czech Technical University in Prague ECSS 2010 http://www.fit.cvut.cz/en Pavel Kord´ ık (FIT CTU) Knowledge Engineering Specialization ECSS 2010 1 / 13

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Page 1: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

New Master Specialization in ”Knowledge Engineering”

Dr. Pavel Kordı́k, Ph.D.

Department of Computer ScienceFaculty of Information Technology

Czech Technical University in Prague

ECSS 2010

http://www.fit.cvut.cz/en

Pavel Kordı́k (FIT CTU) Knowledge Engineering Specialization ECSS 2010 1 / 13

Page 2: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Overview

1 Overview

2 Business intelligence job market

3 Education of BI specialists

4 About our University and FacultyCzech Technical University in PragueFaculty of Information Technology

5 New Knowledge Engineering master specializationKE master @ FIT CTUPrerequisitesCore modulesOptional and supplementary modules

6 Industrial partners in education

7 Related research and open source projects

8 Conclusion

Pavel Kordı́k (FIT CTU) Knowledge Engineering Specialization ECSS 2010 2 / 13

Page 3: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Business intelligence job market

Business intelligence job market

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Page 4: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Education of BI specialists

Education of BI specialists

Private companiesI Specialized BI software intensive training or summer schoolI On-the-job BI training

UniversitiesI Fragmented BI related modulesI Seldom comprehensive BI program

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Page 5: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

About our University and Faculty Czech Technical University in Prague

Czech Technical University in Prague

About the University

CTU has altogether 25thousand students andover 1,500 academic staff.It offers 80 academicprogrammes and 315branches of study withinthe scope of theseprogrammes.

Faculty of Civil EngineeringFaculty of Mechanical EngineeringFaculty of Electrical EngineeringFaculty of Nuclear Sciences andPhysical EngineeringFaculty of ArchitectureFaculty of Transportation SciencesFaculty of Biomedical EngineeringFaculty of Information Technology

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Page 6: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

About our University and Faculty Faculty of Information Technology

Faculty of Information Technology

About the Faculty

CTU’s youngest faculty,first students in 2009.Currently over 1200students in bachelor,master and doctoralprogrammes. Masterprogram Informaticsopened this year.

Expanding to over 3000 students in 2 years ...

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Page 7: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

New Knowledge Engineering master specialization KE master @ FIT CTU

Knowledge engineering master specializationDue to the strong demand from industry, we are opening new master specializationon Knowledge Engineering. A successful graduate of our specialization willpredominate with strong programming background and deep theoreticalinsight when compared to graduates enrolling related specializations abroad.

Keywords

Data Mining, Analysis, Integration, Preparation, Reporting, VisualizationPattern Recognition, Statistics and ProbabilityComputational Intelligence Methods, Neural Networks, EvolutionaryAlgorithms, Swarms, Nature Inspired MethodsKnowledge Discovery from Databases, Deployment, Business IntelligenceFunctional and Logical Programming, Lisp, PrologInformation Systems, Database Systems

Our students can be both theoretically and practically oriented and continue in ourdoctoral programme with the same specialization or become industrial experts inthe field.

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Page 8: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

New Knowledge Engineering master specialization Prerequisites

Prerequisites and related bachelor program modules

Enroling students should be familiar with the basic statistic which is obligatory formajority of bachelor programmes worldwide. We prefer students with excellentalgoritmization skills and programming background in Java or C++. Basicknowledge of databases is also important.

Our bachelor program offers the following modules:

Database SystemsIntroduction to Probability and StatisticsSearching Web and Multimedia DatabasesInformation Systems DesignData Mining

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Page 9: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

New Knowledge Engineering master specialization Core modules

Core modules

KE core modules

Data PreprocessingPattern RecognitionComputational Intelligence MethodsKnowledge discovery from databasesFunctional and Logical ProgrammingAdvanced Information SystemsAdvanced Database SystemsStatistics for Informatics

And several individual project modules ...

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Page 10: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

New Knowledge Engineering master specialization Optional and supplementary modules

Optional and supplementary modules

Related modules in the Informatics master program @ FIT CTU

Web Data MiningRetrieval of Multimedia Content on the WebWeb 2.0Semantic WebIntegration in Information SystemsManagement of Business InformaticsUser Interface DesignAdvanced AlgorithmsModern Internet TechnologiesWeb Services and MiddlewareModelling of Business ProcessesSecurity and Secure Programming

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Page 11: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Industrial partners in education

Involvement of industrial partners in education

We plan to use commercial business intelligence software in application orientedmodules and open source software in theory oriented modules. In applicationoriented modules, part of lectures will be given by top industrial experts, who willformulate topics and supervise part of student theses.

Example

Data mining exercises to be prepared in SAS commercial software.SPSS and SAS industrial experts have invited lectures in Data preprocessingand KDD modules.

Pavel Kordı́k (FIT CTU) Knowledge Engineering Specialization ECSS 2010 11 / 13

Page 12: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Related research and open source projects

Students involvement in research and open source projects

Selected research projects

Automated knowledge extractionMetalearning and metaoptimizationData preprocessing for data miningNew ensemble methods

Selected open source projects

FAKE GAMEJCOOLJCOP

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Page 13: New Master Specialization in ”Knowledge Engineering”€¦ · Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence

Conclusion

Conclusion

The flexibility of the public education is increasingly important as job marketschange rapidly. Our faculty offers new specializations designed for futureinformatics positions.

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