Master Specialization in Knowledge Engineering
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1 Master Specialization in Knowledge Engineering Pavel Kordík, Ph.D. Department of Computer Science Faculty of Information Technology Czech Technical University in Prague Prague, Czech Republic Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 1 / 11
2 Content Business intelligence job market Education of BI specialists, data scientists and engineers New Knowledge Engineering master specialization Prerequisites Core modules Optional and supplementary modules Basic research and open source projects Cooperation with Industry and Applied Research Conclusion Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 2 / 11
3 Education of BI specialists, data scientists and engineers The need for BI specialists, data scientists and engineers Big Data Jobs There will be a shortage of talent necessary for organizations to take advantage of big data. By 2018, the United States alone could face a shortage of 140,000 to 190,000 people with deep analytical skills as well as 1.5 million managers and analysts with the know-how to use the analysis of big data to make effective decisions. McKinsey Global Institute, Big data: The next frontier for innovation, competition, and productivity (2011) Not enough data scientists, MIT expert tells Computing journal There are too few data scientists in the world and education needs to change in order to maximise the true potential of data science, one of the leading authorities in the field has told Computing. Data revolution will dwarf the internet revolution. Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 3 / 11
4 Education of BI specialists, data scientists and engineers Data Science Education Opportunities Data Science master programs at major universities University of Washington Berkley University New York University Columbia University Stanford University Oklahoma State University Illinois Institute of Technology profiles/blogs/data-scienceprograms-and-training-currentlyavailable Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 4 / 11
5 Knowledge Engineering Master Specialization KE FIT CTU Knowledge Engineering Master Specialization Due to the strong demand from industry, we are opening new master specialization on Knowledge Engineering. A successful graduate of our specialization will predominate with strong programming background and deep theoretical insight. Keywords Data Mining, Analysis, Integration, Preparation, Reporting, Visualization Pattern Recognition, Statistics and Probability Computational Intelligence Methods, Neural Networks, Evolutionary Algorithms, Swarms, Nature Inspired Methods Knowledge Discovery from Databases, Deployment, Business Intelligence Functional and Logical Programming, Lisp, Prolog Information Systems, Database Systems Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 5 / 11
6 Knowledge Engineering Master Specialization Prerequisites and Related Bachelor Programs Prerequisites and Related Bachelor Programs Enroling students should be familiar with the basic statistic which is obligatory for majority of bachelor programmes worldwide. We prefer students with excellent algoritmization skills and programming background in Java or C++ and basic knowledge of databases and artificial intelligence. Absolvents of bachelor FIT CTU acquired extensive theoretical knowledge of math (mathematical analysis, mathematical logic, linear algebra, discrete mathematics, probability and statistics) theoretical informatics (algorithmics, data structures, theory of languages and automata) HW and SW architecture (digital and analog circuits, processors and HW architecture, operating systems, databases, computer networks, security, software engineering). Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 6 / 11
7 Knowledge Engineering Master Specialization Core modules Core modules Data Preprocessing MI-PDD Pattern Recognition MI-ROZ Computational Intelligence Methods MI-MVI Knowledge discovery from databases MI-KDD Functional and Logical Programming Advanced Information Systems Advanced Database Systems Statistics for Informatics And several individual project modules... Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 7 / 11
8 Knowledge Engineering Master Specialization Optional and Supplementary Modules Optional and Supplementary Modules Related modules in the Informatics master FIT CTU Data Mining Algorithms Big Data Web Data Mining Retrieval of Multimedia Content on the Web Web 2.0 Semantic Web Integration in Information Systems Management of Business Informatics User Interface Design Advanced Algorithms Modern Internet Technologies Web Services and Middleware Modelling of Business Processes Security and Secure Programming Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 8 / 11
9 Basic research and open source projects Students involvement in research and open source projects Selected research projects Automated knowledge extraction Metalearning and metaoptimization Big data infrastructures New ensemble methods for predictive models, recommender systems and clusterring Selected open source projects FAKE GAME - automated data mining JCOOL and JCOP - java optiimization libraries SOM and ModViz - Rapidminer extensions CLUEMINER - data clustering framework New startup company Modgen - precise predictive models Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 9 / 11
10 Cooperation with Industry and Applied Research Cooperation with Industry and Applied Research We have running projects with industrial partners (anomaly detection, fraud detection, movies recommendation, cell response clustering, mastitis prediction, pattern recognition etc). Important! Visit Data Science Laboratory at FIT CTU. Website: System for cooperation of students with industry offers several data science projects with sponsored by companies. Website: (you ll need to sign NDA to log in) Students of the knowledge engineering specialization can be funded from these projects (when approved) gain practical skills and elaborate their theses at the same time. Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 10 / 11
11 Conclusion Conclusion The flexibility of the public education is increasingly important as job markets change rapidly. Our faculty offers modern specializations designed for future informatics positions. Join the program Cooperation with FIT CTU. Contact us: Tomáš Borovička, borovto1@fit.cvut.cz, Pavel Kordík, kordikp@fit.cvut.cz Pavel Kordík (FIT CTU) Knowledge Engineering Specialization Prague, Czech Republic 11 / 11
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