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didattica:magistrale:kebi:ay_2021:main [2021/05/27 11:19] knut [Exams] |
didattica:magistrale:kebi:ay_2021:main [2021/09/24 11:58] (current) holger [Exams] |
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Best regards, | Best regards, | ||
Knut | Knut | ||
+ | </WRAP> | ||
- | ----- | + | <WRAP box round 95% center> |
Welcome to the lecture in Knowledge Engineering! | Welcome to the lecture in Knowledge Engineering! | ||
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* Lecture “Ontology-based Modelling” | * Lecture “Ontology-based Modelling” | ||
* Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-10_ontology-based_modeling.pdf |Ontology-based Modelling}} | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-10_ontology-based_modeling.pdf |Ontology-based Modelling}} | ||
- | /* * Practice Session: {{ :didattica:magistrale:kebi:ay_2021:practice_session_-_ontology-based_enterprise_modeling_for_design.pdf |Agile Ontology-based Modelling for Design}} */ | ||
* Literature: [[https://docenti.unicam.it/ApriMat.aspx?id=12200 | Hinkelmann et al. (2016). A new paradigm for the continuous alignment of business and IT: Combining enterprise architecture modelling and enterprise ontologies]] | * Literature: [[https://docenti.unicam.it/ApriMat.aspx?id=12200 | Hinkelmann et al. (2016). A new paradigm for the continuous alignment of business and IT: Combining enterprise architecture modelling and enterprise ontologies]] | ||
* Literature: [[https://docenti.unicam.it/ApriMat.aspx?id=12248 | Hinkelmann et al. (2018). Ontology-based Metamodelling.]] | * Literature: [[https://docenti.unicam.it/ApriMat.aspx?id=12248 | Hinkelmann et al. (2018). Ontology-based Metamodelling.]] | ||
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* Data/Ontologies: https://aoame-fuseki.herokuapp.com/dataset.html | * Data/Ontologies: https://aoame-fuseki.herokuapp.com/dataset.html | ||
* Modeling Environment: https://aoame.herokuapp.com/modeller | * Modeling Environment: https://aoame.herokuapp.com/modeller | ||
- | /* | ||
- | * Lecture "Symbolic Machine Learning" | + | * Lecture "Machine Learning" |
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-11-1_machine_learning_idea.pdf |The Idea of Machine Learning}} | + | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-11-1_machine_learning.pdf |Introduction to Machine Learning}} |
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-11-2_symbolic_learning_-_learning_decision_trees.pdf |Learning Rules}} | + | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-11-2_learning_decision_trees.pdf |Symbolic Machine Learning: Learning Decision Trees}} |
* Reading Material: {{ :didattica:magistrale:kebi:ay_1718:decision_tree_learning_lecture.pdf |Decision Tree Learning}} | * Reading Material: {{ :didattica:magistrale:kebi:ay_1718:decision_tree_learning_lecture.pdf |Decision Tree Learning}} | ||
* Exercise: {{ :didattica:magistrale:kebi:ay_1718:exercise_learning_carsales.pdf |Auto Traders}} | * Exercise: {{ :didattica:magistrale:kebi:ay_1718:exercise_learning_carsales.pdf |Auto Traders}} | ||
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* Tool: {{ :didattica:magistrale:kebi:ay_1718:weka_introduction.pdf |WEKA Learning Environment}} | * Tool: {{ :didattica:magistrale:kebi:ay_1718:weka_introduction.pdf |WEKA Learning Environment}} | ||
* Data Sets: {{ :didattica:magistrale:kebi:ay_1718:datasets.zip |playing tennis, creditworthyness (CSV Files), car sales and Health Insurance (ARFF and Excel file)}} | * Data Sets: {{ :didattica:magistrale:kebi:ay_1718:datasets.zip |playing tennis, creditworthyness (CSV Files), car sales and Health Insurance (ARFF and Excel file)}} | ||
- | * [[https://fhnw.zoom.us/rec/share/4pRULKHg7CRLTZ3P5lHNS5N5QorEX6a8g3VN_voNzhuNpcU3eD7lXEVoBHCyR4vr | Recording]] (Password on request) | + | |
* Lecture "Combining Machine Learning and Knowledge Engineering" | * Lecture "Combining Machine Learning and Knowledge Engineering" | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-12-1_combining_machine_learning_and_knowledge_engineering.pdf |Combining Machine Learning and Knowledge Engineering}} | + | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-12_combining_machine_learning_and_knowledge_engineering.pdf |Combining Machine Learning and Knowledge Engineering}} |
* Example: {{ :didattica:magistrale:kebi:ay_2021:example_machine_learning_and_knowledge.pdf |Machine Learning and Knowledge}} | * Example: {{ :didattica:magistrale:kebi:ay_2021:example_machine_learning_and_knowledge.pdf |Machine Learning and Knowledge}} | ||
- | * Assignment: {{ :didattica:magistrale:kebi:ay_1819:assignment_health_insurance_knowledge.pdf |Health Insurance: Combining Learning with Knowledge Engineering}} | + | /* * Assignment: {{ :didattica:magistrale:kebi:ay_2021:assignment_health_insurance_knowledge.pdf |Health Insurance: Combining Learning with Knowledge Engineering}} */ |
- | * Assignment: {{ :didattica:magistrale:kebi:ay_2021:assignment_health_insurance_knowledge_with_solution.pdf |Health Insurance: Combining Learning with Knowledge Engineering (incl solution)}} | + | * Assignment with Solution: {{ :didattica:magistrale:kebi:ay_2021:assignment_health_insurance_knowledge_with_solution.pdf |Health Insurance: Combining Learning with Knowledge Engineering}} |
- | * [[https://fhnw.zoom.us/rec/share/zJUkPrLu1khOSYGcwU_harEsRZr9T6a8gXIY_PJcmRsP1giTRCs0iUce7kGkx0OR | Recording]] (password on request) | + | * {{ :didattica:magistrale:kebi:ay_2021:prolog_and_ontologies.pdf |Representing the knowledge in Prolog and RDFS}} |
- | * Lecture “Neuronal Networks” | ||
- | * Whiteboard: [[https://drive.google.com/drive/folders/17Fg9Tvu0srPEFpPE3jbnf7xcSVakziGk?usp=sharing | Holger's Whiteboard]] | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-13-neuralnetworks.pdf |Neuronal Networks}} | ||
- | * Example for Backpropagation: {{ :didattica:magistrale:kebi:ay_2021:backpropagation.xlsx |Excel}} | ||
- | * Colab example: [[https://colab.research.google.com/drive/1fEmT2AoeGAvfm8_ZIYSEUBU6jsQ8TjSt?usp=sharing |Fraud detection of credit card usage]] | ||
- | * [[https://fhnw.zoom.us/rec/share/wPdHIZWvyUZOWIXS7UftVLAvAYrGeaa8h3dL8vpemUYYe8HrvWy-EtUQq-1DmTvD | Recording]] (Password on request) | ||
* Lecture “Case-Based Reasoning” | * Lecture “Case-Based Reasoning” | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-14-cbr.pdf |Case-Based Reasoning}} | + | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-13-cbr.pdf |Case-Based Reasoning}} |
+ | /* * Assignment: {{ :didattica:magistrale:kebi:ay_2021:assignment_health_insurance_cbr.pdf |CBR for Health Insurance Applications}} */ | ||
* Assignment and Solution: {{ :didattica:magistrale:kebi:ay_2021:assignment-solution_health_insurance_cbr.pdf |CBR for Health Insurance Applications}} | * Assignment and Solution: {{ :didattica:magistrale:kebi:ay_2021:assignment-solution_health_insurance_cbr.pdf |CBR for Health Insurance Applications}} | ||
- | * Assignment: {{ :didattica:magistrale:kebi:ay_2021:assignment_health_insurance_cbr.pdf |CBR for Health Insurance Applications}} | ||
- | * [[https://fhnw.zoom.us/rec/share/6_daf5Db0GFOXaPD0x7wGY0HWdnEX6a81igWqaJbnU9hF8O-FtImq3xRxdtMFwvT | Recording]] (Password on request) | ||
- | * Lecture "Business Intelligence" | ||
- | * {{ :didattica:magistrale:kebi:ay_2021:ke-15_business_intelligence_intro.pdf |Business Intelligence: Making Informed Decisions}} | ||
- | |||
- | * Lecture: "Business Performance Management" | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-16_bpm_bsc.pdf |Business Performance Management and Balanced Scorecard}} | ||
- | * Exercise: {{ :didattica:magistrale:kebi:ay_2021:exercise_swissbikes_bsc.pdf |Balanced Scorecard for Swiss Bikes}} | ||
- | * Case: {{ :didattica:magistrale:kebi:ay_1819:swissbikes1-04_engl.pdf |Swiss Bikes}} | ||
- | |||
- | * Lecture: "Data Warehousing" | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_1819:ke-12-bi_dwh.pdf |Data Warehousing}} | ||
- | * Book: [[ftp://nozdr.ru/biblio/kolxoz/Cs/CsDb/Kimball%20R.,%20Ross%20M.%20The%20data%20warehouse%20toolkit%20(2ed.,%20Wiley,%202002)(ISBN%200471200247)(449s)_CsDb_.pdf|Kimball, R and Ross, M. (2013). The Data Warehouse Toolkit, 3rd Edition, Wiley and Sons.]] | ||
- | |||
- | * [[https://fhnw.zoom.us/rec/share/v8ZVJZTL631OTdb91V_YRfJ-Baj6T6a81nAcr_EKnhxv3YjuSBy5FOAE-GSz6VlS | Recording BI, Peformance Management and Data Warehouse]] (Password on request) | ||
- | |||
- | * Lecture: "Reporting and Online Analytic Processing" | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-18_reporting_statistics.pdf |BI Tools - Frontend: Reporting and Dashboards}} | ||
- | * Slides: {{ :didattica:magistrale:kebi:ay_2021:ke-19_olap.pdf |BI Tools - Frontend: Online Analytic Processing}} | ||
- | * Poster: {{ :didattica:magistrale:kebi:ay_1819:better_reports_poster_by_ibcs.pdf |Better Reports}} | ||
- | * [[https://fhnw.zoom.us/rec/share/_-p8Fp7B9CRLGYnXz0TnfqoDO47aeaa80yQZ_PQMz0vdMSEJnc9CETm9Kv-yILgP | Recording]] (Password on request) | ||
- | |||
- | * {{ :didattica:magistrale:kebi:ay_2021:ke-repetition.pdf |Repetition Session}} | ||
- | * [[https://fhnw.zoom.us/rec/share/psorKOHc6lpJfNbquU2GB7cvBYnveaa80CEYrKdexB2AG2LEdo7cypIVpjQVKdPS | Recording]] (Password on request) | ||
- | |||
- | |||
- | */ | ||
</WRAP> | </WRAP> | ||
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* [[https://unicam.webex.com/unicam/ldr.php?RCID=0f9fb7fd1a60d92b644aa577f35a93ef | Recording from 17th of May - Conceptual Modeling]] | * [[https://unicam.webex.com/unicam/ldr.php?RCID=0f9fb7fd1a60d92b644aa577f35a93ef | Recording from 17th of May - Conceptual Modeling]] | ||
* [[https://unicam.webex.com/unicam/ldr.php?RCID=f29bb0bf32ae4160231d6f1927dfec7f | Recording from 25th of May - Ontology-based Modeling]] | * [[https://unicam.webex.com/unicam/ldr.php?RCID=f29bb0bf32ae4160231d6f1927dfec7f | Recording from 25th of May - Ontology-based Modeling]] | ||
+ | * [[https://unicam.webex.com/unicam/ldr.php?RCID=01d9098fc66ab7e7f592cc180585db1a | Recording from 31st of May - Machine Learning]] | ||
+ | * [[https://unicam.webex.com/unicam/ldr.php?RCID=9671721299574c2ee862f4fca5ed626a | Recording from 1st of June - Machine Learning, Knowledge Engineering, CBR]] | ||
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**Exam Dates A.Y. 2020/2021** | **Exam Dates A.Y. 2020/2021** | ||
- | * 8th of June, 10:30 - 12:00 | + | * 8th of June, 10:30 - 12:00, room LB1 del Polo Lodovici edificio B |
- | * 6th of July, 10:30 - 12:00 | + | * 6th of July, 10:30 - 12:00, room LB1 del Polo Lodovici edificio B |
+ | * 27th of September, 10:30 - 12:00, room "G" in the Department of Physics | ||
/* | /* |