Learning Content
Existing learning materials surveyed within UPSKILLS
In the first task related to learning and teaching materials, the UPSKILLS team put together a list of already available resources relevant for the development of research skills, data acquisition skills and data handling skills in the domain of languages and linguistics. This list can be browsed and downloaded below. A report is also available describing the approach adopted in the list construction. Note, however, that the final list is the updated version of the one described in the report.
DISCLAIMER: The links included in the table were active as of April 2023; the UPSKILLS team cannot guarantee that they will remain active. Note also that some resources might only be available in restricted time periods. Finally, even though we did our best to focus on open resources and specify the licences, we cannot guarantee the accuracy of this information; please make sure to doublecheck the licences directly on the resources’ pages.
The UPSKILLS existing materials list is licensed under a Creative Commons Attribution 4.0 International License.
URL | Title | General topic | Specific topic | Language | Type | Licence |
---|---|---|---|---|---|---|
https://elearn.mnf.uzh.ch/courses/course-v1:PHIL+Movetia101+2022/about | Introduction to research in linguistics: theory, logic, method | Research skills | Research methods, corpora, statistics | English | Online course | CC-BY-SA |
https://elearn.mnf.uzh.ch/courses/course-v1:ReLDI-Project+ReLDI101+2022/about | Introduction to Research Methodology in Linguistics | Research skills | Research methods | Serbian | Online course | CC-BY-SA |
https://elearn.mnf.uzh.ch/courses/course-v1:ReLDI-Project+ReLDI102+2022/about | Introduction to Corpus-Based Methods in Linguistics | Data acquisition skills | Corpora | Serbian | Online course | CC-BY-SA |
https://elearn.mnf.uzh.ch/courses/course-v1:ReLDI-Project+ReLDI103+2022/about | Introduction to Experimental Methods in Linguistics | Data acquisition skills | Human participants | Serbian | Online course | CC-BY-SA |
https://elearn.mnf.uzh.ch/courses/course-v1:ReLDI-Project+ReLDI104+2022/about | Introduction to Statistics for Language Data | Data handling skills | Statistics | Serbian | Online course | CC-BY-SA |
http://codeandyouth.iit.demokritos.gr | Programming Basics | Data acquisition skills | Programming | English | Online course | Unknown |
https://learn.digiling.eu | Variability of Languages in Time and Space | Other | Linguistics | English | Online course | CC-BY |
https://learn.digiling.eu | Introduction to Text Processing and Analysis | Data acquisition skills | Corpora | English | Online course | CC-BY |
https://learn.digiling.eu | Introduction to Python for Linguists | Data acquisition skills | Programming | English | Online course | CC-BY |
https://learn.digiling.eu | Computational Lexicology and Lexicography | Data acquisition skills | NLP | English | Online course | CC-BY |
https://learn.digiling.eu | Localization Tools and Workflows | Other | Localization | English | Online course | CC-BY |
https://learn.digiling.eu | Post-Editing Machine Translation | Other | Post-editing | English | Online course | CC-BY |
https://learn.digiling.eu | Mining and Managing Multilingual Terminology | Other | Terminology | English | Online course | CC-BY |
http://edx.rgf.bg.ac.rs/courses/course-v1:UB+UB5+2015/about | Leksičko prepoznavanje u obradi prirodnih jezika | Data acquisition skills | NLP | Serbian | Online course | CC-BY-NC-SA |
https://teach.dariah.eu/course/view.php?id=60 | How to practice design thinking and making | Research skills | Design thinking | English | Online course | CC0 |
https://teach.dariah.eu/course/view.php?id=23 | Text Encoding and the Text Encoding Initiative | Data acquisition skills | Text encoding | English | Online course | CC-BY-SA |
https://teach.dariah.eu/course/view.php?id=26 | Introduction to Digital Humanities | Data acquisition skills | Digital humanities | English | Online course | CC0 |
https://teach.dariah.eu/course/view.php?id=20 | Digitizing Dictionaries | Data handling skills | Lexicography | English | Online course | CC-BY-SA |
http://training.parthenos-project.eu/sample-page/intro-to-ri/ | Introduction to Research Infrastructures | Data handling skills | Research infrastructures | English | Training module | CC-BY |
http://training.parthenos-project.eu/sample-page/management-challenges/ | Management Challenges in Research Infrastructures | Data handling skills | Research infrastructures | English | Training module | CC-BY |
http://training.parthenos-project.eu/sample-page/introduction-to-collaboration-in-research-infrastructures/ | Introduction to Collaborations in Research Infrastructures | Data handling skills | Research infrastructures | English | Training module | CC-BY |
http://training.parthenos-project.eu/sample-page/manage-improve-and-open-up-your-research-and-data/ | Manage, Improve and Open up your Research and Data | Data handling skills | Research infrastructures | English | Training module | CC-BY |
https://strojnoucenje.takelab.fer.hr/ | Strojno učenje | Data handling skills | Machine learning | Croatian | Online course | CC-BY-NC-SA |
http://training.parthenos-project.eu/sample-page/formal-ontologies-a-complete-novices-guide/ | Formal Ontologies: A complete novice’s guide | Data handling skills | Ontologies | English | Training module | CC-BY |
https://training.parthenos-project.eu/sample-page/digital-humanities-research-questions-and-methods/ | Digital Humanities Research Questions and Methods | Data handling skills | Research infrastructures and corpora | English | Training module | CC-BY |
https://training.parthenos-project.eu/sample-page/citizen-science-in-the-digital-arts-and-humanities/ | Citizen Science in the (Digital) Arts and Humanities | Other | Dissemination | English | Training module | CC-BY |
https://www.cessda.eu/Training/Training-Resources/Library/Data-Management-Expert-Guide | Data Management Expert Guide | Data handling skills | Data management | English | Guide | CC-BY-SA 4.0 |
http://edusoft.matf.bg.ac.rs/ePython/ | Elektronski kurs za programski jezik Pajton | Data acquisition skills | Programming | Serbian | Online course | Unknown |
https://etransfair.eu/entrepreneurship-e-module | eTransFair e-module on Entrepreneurship | Other | Business | English | Training module | CC-BY 4.0 |
https://etransfair.eu/localization-e-module | eTransFair e-module on Localisation | Other | Localization | English | Training module | CC-BY 4.0 |
https://etransfair.eu/project-management-e-module | eTransFair e-module on Project Management | Research skills | Problem solving | English | Training module | CC-BY 4.0 |
https://etransfair.eu/quality-management-e-module | eTransFair e-module on Quality Management | Other | Translation | English | Training module | CC-BY 4.0 |
https://etransfair.eu/revision-e-module | eTransFair e-module on Revision | Other | Translation | English | Training module | CC-BY 4.0 |
https://etransfair.eu/information-mining-and-terminological-competence-module | eTransFair e-module on Terminology | Other | Translation | English | Training module | CC-BY 4.0 |
https://etransfair.eu/translation-technology-e-module | eTransFair e-module on Translation Technology | Other | Translation technology | English | Training module | CC-BY 4.0 |
https://campus.dariah.eu/resource/posts/dariah-pathfinder-to-data-management-best-practices-in-the-humanities | DARIAH Pathfinder to Data Management Best Practices in the Humanities | Data handling skills | Data management | English | Training module | CC-BY 4.0 |
https://campus.dariah.eu/resource/posts/the-tei-guidelines-born-to-be-open | The TEI Guidelines: Born to be Open | Data acquisition skills | Text encoding | English | Video lecture(s) | CC-BY 4.0 |
https://campus.dariah.eu/resource/posts/controlled-vocabularies-and-skos | Controlled Vocabularies and SKOS | Other | Vocabularies | English | Training module | CC-BY 4.0 |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=30 | Research Methods and Methodologies | Research skills | Research methods | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=29 | Philosophy of Science | Research skills | Philosophy of science | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=28 | Applied Research | Research skills | Applied research | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/ | Field Experiments & Observations | Data acquisition skills | Data collection | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=17 | Sampling | Data handling skills | Statistics | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=27 | Social Network Analysis | Research skills | Data analysis | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=18 | Data Collection Method | Data acquisition skills | Human participants | English | Online course | Unknown |
http://www.disaster-resilience.net/knowledgehub/course/view.php?id=31 | Management of Research | Research skills | Reseach performance | English | Online course | Unknown |
https://www.futurelearn.com/courses/corpus-linguistics | Corpus Linguistics: Method, Analysis, Interpretation | Data acquisition skills | Corpora | English | Online course | Unknown |
https://www.futurelearn.com/courses/get-creative-with-people-to-solve-problems | Get Creative with People to Solve Problems | Research skills | Problem solving | English | Online course | Unknown |
https://www.futurelearn.com/courses/big-data | Big Data: Measuring And Predicting Human Behaviour | Data handling skills | Big data | English | Online course | Unknown |
https://www.futurelearn.com/courses/artificial-intelligence | Digital Skills: Artificial Intelligence | Data handling skills | AI | English | Online course | Unknown |
https://www.futurelearn.com/courses/computer-programming-for-everyone | Computer Programming for Everyone | Data acquisition skills | Programming | English | Online course | Unknown |
https://www.futurelearn.com/courses/learn-to-code-for-the-web | Learn to Code for the Web | Data acquisition skills | Programming | English | Online course | Unknown |
https://clarin.ids-mannheim.de/standards/index.xq | CLARIN Standards Information System | Data handling skills | Data standards | English | Guide | Unknown |
https://www.slideshare.net/riilp | Slides from various trainings of the EXPERT project | Other | Machine translation | English | Slides | Unknown |
https://www.coursera.org/learn/machinetranslation | Machine Translation | Other | Machine translation | English with Subtitles | Online course | Unknown |
https://www.tapas-etn-eu.org/events/te2 | Speech Processing and Machine Learning Workshop | Data acquisition skills | Speech processing | English | Video lecture(s) | Unknown |
https://www.tapas-etn-eu.org/events/te3 | Data Collection, Management and Ethical Practices training | Data acquisition skills | Data collection | English | Video lecture(s) | Unknown |
https://www.coursera.org/specializations/natural-language-processing | Natural Language Processing Specialization | Data acquisition skills | NLP | English with Subtitles | Online course | Unknown |
https://www.kielipankki.fi/support/training/ | Multiple: Corpus linguistics, statistics, speech analysis | Data acquisition skills | Corpora and statistics | English, Finnish | Online course | Copyright |
https://www.fosteropenscience.eu/node/2263 | Introduction to Text and Data Mining | Data acquisition skills | Text mining | English | Online course | CC-BY |
https://www.coursera.org/specializations/pwc-analytics | Data Analysis and Presentation Skills | Data handling skills | Data analytics | English with Subtitles | Online course | Unknown |
https://www.coursera.org/specializations/logic-critical-thinking-duke | Introduction to Logic and Critical Thinking | Research skills | Argumentation skills | English with Subtitles | Online course | Unknown |
https://www.coursera.org/learn/text-mining | Text Mining and Analytics | Data acquisition skills | Text mining | English with Subtitles | Online course | Unknown |
https://www.edx.org/course/data-structures-algorithms-iv-pattern-matching-djikstras-mst-and-dynamic-programming-algorithms | Data Structures & Algorithms course | Data acquisition skills | Programming | English | Online course | Unknown |
https://www.edx.org/course/introduction-to-social-research-methods | Introduction to Social Research Methods | Research skills | Research methods | English | Online course | Unknown |
https://www.udemy.com/course/introduction-to-data-science-using-python/ | Introduction to Data Science using Python | Data acquisition skills | Data Science | English | Online course | Unknown |
https://www.udemy.com/course/machinelearning-analytics/ | Augmented Data Visualization with Machine Learning | Data handling skills | Data visualization | English | Online course | Unknown |
http://swcarpentry.github.io/shell-novice/ | The Unix Shell | Other | Computing | English | Training module | CC-BY 4.0 |
http://swcarpentry.github.io/git-novice/ | Version Control with Git | Other | Compuing | English | Training module | CC-BY 4.0 |
https://swcarpentry.github.io/python-novice-inflammation/ | Programming with Python | Data acquisition skills | Programming | English | Training module | CC-BY 4.0 |
http://swcarpentry.github.io/python-novice-gapminder/ | Plotting and Programming in Python | Data acquisition skills | Programming | English | Training module | CC-BY 4.0 |
http://swcarpentry.github.io/r-novice-inflammation/ | Programming with R | Data acquisition skills | Programming | English | Training module | CC-BY 4.0 |
http://swcarpentry.github.io/r-novice-gapminder/ | R for Reproducible Scientific Analysis | Data handling skills | Statistics | English | Training module | CC-BY 4.0 |
https://carpentries-incubator.github.io/python-text-analysis/ | Text Analysis in Python | Data acquisition skills | Programming | English | Training module | CC-BY 4.0 |
https://carpentries-incubator.github.io/python-humanities-lesson/ | Python for Humanities | Data acquisition skills | Programming | English | Training module | CC-BY 4.0 |
https://carpentries-incubator.github.io/spreadsheet-humanities-lesson/ | Data Organization in Spreadsheets for Humanities | Data handling skills | Spreadsheets | English | Training module | CC-BY 4.0 |
https://carpentries-incubator.github.io/tei-xml/ | Introduction to TEI | Data acquisition skills | Text encoding | English | Training module | CC-BY 4.0 |
https://librarycarpentry.org/lc-data-intro/ | Introduction to Working with Data (Regular Expressions) | Data acquisition skills | Regex | English | Training module | CC-BY 4.0 |
https://www.youtube.com/user/LinguisticsMarburg | The Virtual Linguistics Campus | Other | Linguistics | English | Video lecture(s) | CC-BY |
https://oer-vlc.de/ | The Virtual Linguistics Campus (OER) | Other | Linguistics | English | Online course | CC-BY |
https://www.coursera.org/learn/probability-statistics | Probability and Statistics: To p or not to p? | Research skills | Decision making | English with Subtitles | Online course | Unknown |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/ | Probabilistic Systems Analysis and Applied Probability | Data handling skills | Probability | English | Online course | CC-BY-NC-SA |
https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9 | Neural networks for machine learning | Data handling skills | Machine learning | English | Video lecture(s) | Unknown |
https://developers.google.com/machine-learning/crash-course | Machine Learning Crash Course | Data handling skills | Machine learning | English | Online course | CC 4.0 |
http://work.caltech.edu/lectures.html#lectures | Learning from data | Data handling skills | Machine learning | English | Video lecture(s) | Unknown |
https://openlearninglibrary.mit.edu/courses/course-v1:MITx+6.036+1T2019/about | Introduction to Machine Learning | Data handling skills | Machine learning | English | Online course | Copyright |
http://introtodeeplearning.com/2020/index.html | Introduction to Deep Learning | Data handling skills | Deep learning | English | Online course | Copyright |
https://www.youtube.com/playlist?list=PL84A56BC7F4A1F852 | Programming Methodology (Lectures 1-28) | Data acquisition skills | Programming | English | Video lecture(s) | Unknown |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/ | Introduction to Computer Science and Programming in Python | Data acquisition skills | Programming | English | Online course | CC-BY-NC-SA |
https://www.merlot.org/merlot/viewCoursePortfolio.htm?id=1378575 | Programming 101 | Data acquisition skills | Programming | English | Online course | CC 4.0 |
https://www.fosteropenscience.eu/courses | Open Science courses | Data handling skills | Open Science | English | Online course | CC-BY |
https://www.fosteropenscience.eu/node/2328 | Managing and Sharing Research Data | Data handling skills | Data management | English | Online course | CC-BY |
https://www.coursera.org/learn/intro-programming | Code Yourself! | Data acquisition skills | Programming | English with Subtitles | Online course | Unknown |
http://www.merlot.org/merlot/viewCoursePortfolio.htm?id=1378612 | Deep Learning | Data handling skills | Deep learning | English | Online course | CC 4.0 |
https://opensciencemooc.eu/ | Open Science Mooc | Other | Open science | English | Online course | CC0 |
https://www.coursera.org/learn/data-management?action=enroll | Research Data Management and Sharing | Data handling skills | Research data management | English | Online course | Unknown |
https://www.dcc.ac.uk/guidance | Guides about handling research data | Data handling skills | Data curation | English | Guide | CC-BY-NC-SA |
https://www.edx.org/course/open-science-sharing-your-research-with-the-world | Open Science: Sharing Your Research with the World | Data handling skills | Open science | English | Online course | CC-BY-NC-SA |
https://www.edx.org/course/data-science-machine-learning | Data Science: Machine Learning | Data handling skills | Machine learning | English | Online course | Unknown |
https://www.edx.org/course/data-science-r-basics | Data Science: R Basics | Data handling skills | Statistics | English | Online course | Unknown |
https://www.edx.org/course/data-science-linear-regression | Data Science: Linear Regression | Data handling skills | Statistics | English | Online course | Unknown |
https://www.edx.org/course/introduction-to-probability | Introduction to Probability | Data handling skills | Statistics | English | Online course | Unknown |
https://www.edx.org/course/cs50s-introduction-to-artificial-intelligence-with-python | CS50's Introduction to Artificial Intelligence with Python | Data handling skills | AI | English | Online course | Unknown |
https://ocw.metu.edu.tr/course/view.php?id=98 | Using Corpora For Language Research | Data acquisition skills | Corpora | English | Online course | CC-BY-NC-SA |
https://www.coursera.org/specializations/python | Python for Everybodiy | Data acquisition skills | Programming | English with Subtitles | Online course | Unknown |
https://www.coursera.org/specializations/applied-data-science | Applied Data Science | Other | Programming | English with Subtitles | Online course | Unknown |
https://miletus.mnau.edu.ua/wp-content/uploads/2019/05/WP2_DEV-2.4.2_2.5.1-Research-methodology-course_PU.pdf | Syllabus Research Methodology Course | Research skills | Research methods | English | Guide | Unknown |
https://www.hippocampus.org/HippoCampus/?user=mhit2016&playlist=Applied+Critical+Analysis+at+the+College+Level | Applied Critical Analysis at the College Level | Research skills | Critical analysis of texts | English with Subtitles | Video lecture(s) | Copyright |
https://www.hippocampus.org/HippoCampus/?user=mhit2016&playlist=Concepts+in+Statistics | Concepts in Statistics | Data handling skills | Statistics | English with Subtitles | Video lecture(s) | Copyright |
https://conjointly.com/kb/ | Research Methods Knowledge Base | Research skills | Research process | Engilsh | Guide | Copyright |
https://subjectguides.esc.edu/researchskillstutorial/welcome | Research Skills Tutorial | Research skills | Research process | English | Online course | CC-BY-SA 4.0 |
https://researchguides.ben.edu/source-evaluation | Evaluating Sources | Research skills | Research skills | English | Guide | Unknown |
https://alison.com/course/fundamentals-of-project-management-revised-2017 | Fundamentals of Project Management | Other | Project management | English | Online course | Copyright |
https://learn.saylor.org/course/view.php?id=410 | Introduction to Critical Thinking and Logic | Research skills | Critical thinking | English | Online course | CC-BY-SA 4.0 |
https://learn.saylor.org/course/view.php?id=58 | Spreadsheet | Data handling skills | Spreadsheets | English | Online course | CC-BY-SA 4.0 |
https://learn.saylor.org/course/view.php?id=450 | Spreadsheets II: Formatting and Functions | Data handling skills | Spreadsheets | English | Online course | CC-BY-SA 4.0 |
https://learn.saylor.org/course/view.php?id=28 | Introduction to Statistics | Data handling skills | Statistics | English | Online course | CC-BY-SA 4.0 |
https://learn.saylor.org/course/view.php?id=439 | Introduction to Python | Data acquisition skills | Programming | English | Online course | CC-BY-SA 4.0 |
https://ocw.mit.edu/courses/anthropology/21a-801j-cross-cultural-investigations-technology-and-development-fall-2012/ | Cross-Cultural Investigations: Technology and Development | Research skills | Human participants | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/mathematics/18-465-topics-in-statistics-statistical-learning-theory-spring-2007/ | Topics in Statistics: Statistical Learning Theory | Data handling skills | Statistics | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/brain-and-cognitive-sciences/9-63-laboratory-in-cognitive-science-fall-2002/ | Laboratory in Cognitive Science | Data acquisition skills | Human participants | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-867-machine-learning-fall-2006/ | Machine Learning | Data handling skills | Machine learning | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-892-computational-models-of-discourse-spring-2004/ | Computational Models of Discourse | Data acquisition skills | NLP and speech processing | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-864-advanced-natural-language-processing-fall-2005/ | Advanced Natural Language Processing | Data acquisition skills | NLP | English | Online course | CC-BY-NC-SA |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/ | Introduction to Computational Thinking and Data Science | Data acquisition skills | Programming | English | Online course | CC-BY-NC-SA |
http://ocw.snu.ac.kr/node/2574 | Programming Methodology | Data acquisition skills | Programming | English | Online course | Copyright |
http://ocw.snu.ac.kr/node/2221 | Machine Learning | Data handling skills | Machine learning | English | Online course | Copyright |
http://ssric.org/node/467 | Critical Thinking I: Exercises | Research skills | Critical thinking | English | Exercises | CC-BY-NC-SA |
http://ssric.org/node/711 | Critical Thinking II: Resources for Critical Thinking | Research skills | Critical thinking | English | Exercises | CC-BY-NC-SA |
http://ssric.org/trd | Various exercies (stats, research methods...) | Research skills | Statistics | English | Exercises | CC-BY-NC-SA |
https://github.com/IngoKl/python-programming-for-linguists | Python Programming for Linguists | Data acquisition skills | Programming | English | Online course | CC-BY-SA 4.0 |
https://www.open.edu/openlearn/science-maths-technology/computing-ict/data-and-processes-computing/content-section-0?active-tab=description-tab | Data and processes in computing | Data handling skills | Handling data | English | Online course | CC-BY-NC-SA 4.0 |
https://www.open.edu/openlearn/science-maths-technology/mathematics-statistics/more-working-charts-graphs-and-tables/content-section-0?active-tab=description-tab | More working with charts, graphs and tables | Data handling skills | Data visualisation | English | Online course | CC-BY-NC-SA 4.1 |
https://openedx.seas.gwu.edu/courses/course-v1:GW+EngComp1+2018/about | Get Data Off the Ground with Python | Data acquisition skills | Programming | English | Online course | CC-BY 4.0 |
https://www.coursera.org/learn/being-researcher | Being a researcher (in Information Science and Technology) | Research skills | Scientific thinking | English | Online course | Unknown |
https://www.coursera.org/learn/quantitative-methods | Quantitative Methods | Data handling skills | Statistics | English | Online course | Unknown |
https://www.coursera.org/learn/research-methods | Understanding Research Methods | Research skills | Research methods | English | Online course | Unknown |
http://videolectures.net | Videolectures net | Other | Various | Various | Video lecture(s) | CC-BY-NC-ND |
https://ocw.tudelft.nl/courses/pre-university-calculus/ | Pre-University Calculus | Data handling skills | Statistics | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/math-explained/ | Math Explained | Data handling skills | Statistics | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/creative-problem-solving-and-decision-making/ | Creative Problem Solving and Decision making | Research skills | Problem solving | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/information-literacy-i/ | Information Literacy I | Research skills | Research skills | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/information-literacy-ii/ | Information Literacy II | Research skills | Learning resources | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/information-literacy-for-masters-and-phd-students/ | Information Literacy for Master’s and PhD students | Research skills | Research skills | English | Online course | CC-BY-NC-SA |
https://ocw.tudelft.nl/courses/open-science-sharing-research-world/ | Open Science: Sharing your research with the world | Data handling skills | Open science | English | Online course | CC-BY-NC-SA |
http://videolectures.net/mit600f08_intro_computer_science_programming/ | MIT 6.00 Introduction to Computer Science and Programming - Fall 2008 | Data acquisition skills | Programming | English | Video lecture(s) | CC-BY-NC-SA |
https://open.umich.edu/find/open-educational-resources/statistics/statistics-250-introduction-statistics-data-analysis | Statistics 250 - Introduction to Statistics and Data Analysis | Data handling skills | Statistics | English | Online course | CC-BY-NC-SA |
https://open.umich.edu/find/open-educational-resources/information/si-coursera-programming-everybody | SI / Coursera - Programming for Everybody | Data acquisition skills | Programming | English | Online course | CC-BY-NC-SA |
http://opencourselibrary.org/math-146-introduction-to-statistics/ | MATH 146 – Introduction to Statistics | Data handling skills | Statistics | English | Online course | CC-BY |
https://www.coursera.org/learn/creative-thinking-techniques-and-tools-for-success | Creative Thinking: Techniques and Tools for Success | Research skills | Creative thinking | English | Online course | Unknown |
https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU | Stanford CS229: Machine Learning - Autumn 2018 | Data handling skills | Machine learning | English | Video lecture(s) | Unknown |
https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z | Stanford CS224N: Natural Language Processing with Deep Learning Winter 2019 | Data acquisition skills | NLP | English | Video lecture(s) | Unknown |
https://www.youtube.com/watch?v=tZ_Jrc_nRJY&list=PLoROMvodv4rObpMCir6rNNUlFAn56Js20 | Stanford CS224U: Natural Language Understanding | Spring 2019 | Data acquisition skills | NLU | English | Video lecture(s) | Unknown |
https://www.elementsofai.com | Elements of AI | Data handling skills | AI | English | Online course | Copyright |
https://www.futurelearn.com/courses/understanding-dictionaries | Understanding English Dictionaries | Data acquisition skills | Corpora, dictionaries | English | Online course | Unknown |
https://ikasgela.santurtzieus.com/course/view.php?id=223 | Basque language learning and ICTs | Other | ICTs | Basque | Online course | Unknown |
https://www.futurelearn.com/courses/research-project | Developing Your Research Project | Research skills | Research methods | English | Online course | Unknown |
https://www.khanacademy.org/computing/code-org/computers-and-the-internet/how-computers-work/v/khan-academy-and-codeorg-introducing-how-computers-work | Introducing How Computers Work | Other | Computing | English | Online course | Unknown |
https://www.khanacademy.org/math/linear-algebra | Linear algebra | Other | Mathematics | English | Online course | Unknown |
https://lena-voita.github.io/nlp_course.html | NLP Course | For You | Data acquisition skills | NLP | English | Online course | Unknown |
https://github.com/jsnajder/MachineLearningTutorial | MachineLearningTutorial | Data handling skills | Machine learning | English | Training module | Copyright |
https://opencourses.uoa.gr/courses/NOC79/ | Υπολογιστική Γλωσσολογία (Computational Linguistics) | Data acquisition skills | NLP | Greek | Online course | CC-BY-NC-SA |
https://aoe.fi/#/materiaali/58 | Copyrights in Education | Other | Copyright | English | Slides | CC-BY-SA |
https://aoe.fi/#/materiaali/436 | Python from Scratch | Data acquisition skills | Programming | English | Online course | CC-BY-SA |
https://aoe.fi/#/materiaali/1121 | Introduction to Speech Processing | Data acquisition skills | Speech processing | English | Online course | CC-BY-SA |
https://aoe.fi/#/materiaali/2 | Introduction to artificial intelligence | Data handling skills | AI | English | Guide | CC-BY-SA |
https://www.khanacademy.org/partner-content/wi-phi/wiphi-critical-thinking | Critical thinking | Research skills | Critical thinking | English | Online course | Unknown |
https://www.khanacademy.org/math/statistics-probability | Statistics and probability | Data handling skills | Statistics | English | Online course | Unknown |
https://www.coursera.org/learn/quantitative-methods | Quantitative Methods | Data handling skills | Statistics | English | Online course | Unknown |
https://www.coursera.org/learn/research-inquiry-discovery | Research Design: Inquiry and Discovery | Research skills | Research design | English | Online course | Unknown |
https://www.coursera.org/learn/science-literacy | Science Literacy | Research skills | Scientific literacy | English | Online course | Unknown |
https://www.coursera.org/learn/mindware | Mindware: Critical Thinking for the Information Age | Research skills | Critical thinking | English | Online course | Unknown |
https://www.coursera.org/learn/statistical-inferences | Improving your statistical inferences | Data handling skills | Statistics | English | Online course | Unknown |
https://nobaproject.com/modules/research-designs | Research Designs | Research skills | Research design | English | Guide | CC-BY-NC-SA |
https://nobaproject.com/modules/statistical-thinking | Statistical Thinking | Data handling skills | Statistics | English | Guide | CC-BY-NC-SA |
https://nobaproject.com/modules/research-methods-in-developmental-psychology | Research Methods in Developmental Psychology | Research skills | Research methods | English | Guide | CC-BY-NC-SA |
https://github.com/sonofmun/FK-python-course/ | Python Programming for the Humanities | Data acquisition skills | Programming | English | Online course | CC-BY |
https://telemaco.clarin-d.uni-saarland.de/hub/ | TeLeMaCo stands for Teaching and Learning Materials Collection | Data acquisition skills | Various | English and German | Guide | CC-BY-NC-SA |
https://teachpsychscience.org | TeachPsychScience | Data acquisition skills | Data collection and analysis | English | Guide | Unknown |
https://www.causeweb.org/cause/resources | Consortium for the Advancement of Undergraduate Statistics Education | Data handling skills | Statistics | English | Online course | Unknown |
https://ckld.uni-koeln.de/materials | CLARIN K-Centre CKLD materials | Data acquisition skills | Corpora | English | Guide | Unknown |
https://corli.huma-num.fr/en/annotation-guides/ | Annotation guidelines | Data acquisition skills | Corpora | English | Guide | Unknown |
https://www.coursera.org/learn/qualitative-methods | Qualitative Research Methods | Research skills | Qualitative methods | English | Online course | Unknown |
https://www.edx.org/course/introduction-to-social-research-methods | Introduction to Social Research Methods | Research skills | Qualitative methods | English | Online course | Unknown |
https://www.edx.org/course/introduction-to-psychological-research-methods | Introduction to Psychological Research Methods | Data acquisition skills | Human participants | English | Online course | Unknown |
https://www.pok.polimi.it/courses/course-v1:Polimi+SSD101+2021_M1/about | Active Learning for Soft Skills Development | Other | Soft skills | English | Online course | CC-BY 4.0 |
https://zenodo.org/record/4085237#.YCZveWhKiUl | INSYSTED pedagogical framework – Instructional booklet | Other | Digital skills | English | Guide | CC-BY 4.0 |
https://www.pok.polimi.it/courses/course-v1:Polimi+CASESTUDY101+2021_M1/about | Case Study Methodology | Research skills | Case studies | English | Online course | CC-BY-NC-SA |
https://www.pok.polimi.it/courses/course-v1:Polimi+SURVEY101+2021_M1/about | Survey Research Methodology | Research skills | Human participants | English | Online course | CC-BY-NC-SA |
https://www.pok.polimi.it/courses/course-v1:Polimi+BAR101+2021_M1/about | Being a researcher (in Information Science and Technology) | Research skills | Research skills | English | Online course | CC-BY-NC |
https://www.codecademy.com/ | Codecademy | Data handling skills | Programming | English | Online course | Unknown |
https://www.udacity.com/course/introduction-to-python--ud1110 | Introduction to Python Programming | Data acquisition skills | Programming | English | Online course | Unknown |
https://vasishth.github.io/IntroductionStatistics/ | Introduction to Statistics | Data handling skills | Statistics | English | Online course | Unknown |
https://www.youtube.com/user/TheVasishth/videos | Stats videos | Data handling skills | Statistics | English | Video lecture(s) | Unknown |
https://cast.idems.international | Computer-Assisted Statistics Textbooks | Data handling skills | Statistics | English | Guide | GNU general public licence |
https://onlinestatbook.com | Online Statistics Education: An Interactive Multimedia Course of Study | Data handling skills | Statistics | English | Online course | Unknown |
https://seeing-theory.brown.edu | Seeing Theory | Data handling skills | Statistics | English | Guide | Unknown |
https://lumenlearning.com/courses/dana-center-quantitative-reasoning/ | Quantitative Reasoning | Data handling skills | Statistics | English | Online course | Unknown |
https://lumenlearning.com/courses/dana-center-introductory-statistics-analyzing-data-with-purpose/ | Introductory Statistics | Data handling skills | Statistics | English | Online course | Unknown |
https://lumenlearning.com/courses/introduction-to-statistics-corequisite/ | Introduction to Statistics Corequisite | Data handling skills | Statistics | English | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=534 | Analisi statistica e valutazione del dato sperimentale | Data handling skills | Statistics | English, Italian | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=509 | Statistica per Big Data | Data handling skills | Statistics | English, Italian | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=391 | 31 lezioni di probabilità e statistica | Data handling skills | Statistics | English, Italian | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=194 | Introduzione alla programmazione con Python | Data handling skills | Programming | English, Italian | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=160 | Text Mining | Data handling skills | NLP | English, Italian | Online course | Unknown |
https://learn.eduopen.org/eduopenv2/course_details.php?courseid=132 | Introduzione a R | Data handling skills | Statistics | English, Italian | Online course | Unknown |
https://www.oeaw.ac.at/acdh/events/event-series/acdh-tool-gallery-22 | A gentle introduction to Text Encoding | Data handling skills | Corpora | English | Slides | Unknown |
https://v4py.github.io/intro | An introduction to Python for Linguists | Data handling skills | Programming | English | Guide | Unknown |
https://www.nltk.org/book/ch02.html | Accessing text corpora and lexical resources | Data handling skills | Corpora | English | Guide | Unknown |
https://cmc-corpora.org/ckcmc/docs/fair/ | Best practices for creating CMC corpora | Data acquisition skills | Corpora | English | Guide | Unknown |
https://clarin.phonetik.uni-muenchen.de/BASWebServices/help/tutorial | BAS web services for speech processing tutorials | Data handling skills | Speech processing | English | Guide | Unknown |
https://elexis.humanistika.org/resource/posts/clarin-tools-and-resources-for-lexicographic-work#using-clarin-tools-for-lexicography | CLARIN Tools and Resources for Lexicography | Data handling skills | Corpora | English | Online course | CC-BY |
https://surfdrive.surf.nl/files/index.php/s/JkYKlHSNZnj7ysJ | CLARIN Corpus Tools esp. WebLicht and AutoSearch | Data handling skills | Corpora | English | Slides | Unknown |
https://www.sshopencloud.eu/hands-on-tutorial-transcribing-interview-data | CLARIN Hands-on Tutorial on Transcribing Interview Data | Data handling skills | Corpora | English | Video lecture(s) | CC-BY |
https://jiemakel.gitbook.io/clit4hss/ | Computational literacy for the humanities and social sciences | Data handling skills | Computing | English | Online course | Unknown |
http://urn.fi/urn:nbn:fi:lb-2021053002 | Computational Morphology with HFST | Research skills | NLP | English | Online course | Unknown |
http://videolectures.net/clarinannualconference2019_luck_corpus_preparation/ | Corpus-preparation with WebLicht for Machine-made Annotations of Examples in Philosophical Texts | Data handling skills | Corpora | English | Video lecture(s) | CC-BY |
http://videolectures.net/clarinplusworkshop2017_salway_blog_corpora/ | Creating and Using Topically-Focused Blog Corpora | Data acquisition skills | Corpora | English | Video lecture(s) | CC-BY |
https://digitalpedagogy.hcommons.org/introduction | Curating Digital Pedagogy in the Humanities | Other | Teaching | English | Guide | Unknown |
https://esslli2016.unibz.it/?page_id=352 | Learning from Data: A foundational course for linguists | Data handling skills | Machine learning | English | Slides | Unknown |
http://ssk.huma-num.fr/#/scenarios/SSK_sc_linguisticAnnotationOfCorpora | Linguistic annotation of corpora | Data handling skills | Corpora | English | Guide | Unknown |
https://github.com/DARIAH-DE/Language-Resource-Switchboard-Tutorial#readme | Switchboard Tutorial | Data handling skills | Data curation | German | Online course | CC-BY |
https://zenodo.org/record/3694223#.YN3BuegzZPZ | Transcribing interview data | Data handling skills | Corpora | English | Slides | CC-BY |
http://dev.clarin.nl/sites/default/files/EducationalModule-v4b.pdf | The GrETEL Module Search in Treebanks (version 4b) | Research skills | Corpora | English | Guide | Unknown |
https://www.meertens.knaw.nl/mimore/downloads/mimore_educational_module.pdf | The MIMORE Educational Module Linguistic Microvariation | Research skills | Corpora | English | Guide | Unknown |
https://www.youtube.com/watch?v=p_BfZKgKxkg | What is a research infrastructure? | Data handling skills | Research infrastructures | English | Video lecture(s) | Unknown |
https://www.youtube.com/watch?v=WNG1iLB4KtA | Working with Multiple Data sets | Data handling skills | Statistics | English | Video lecture(s) | Unknown |
http://linguisticsweb.org/doku.php?id=linguisticsweb:tutorials | Linguistics tutorials | Other | Linguistics | English | Online course | CC BY-SA 4.0 |
http://dariah-de.github.io/DARIAH-DKPro-Wrapper/tutorial.html | NLP Based Analysis of Literary Texts (M 5.2.3) | Research skills | NLP | English | Online course | CC-BY 4.0 |
https://skills.it.ox.ac.uk/research-skills-toolkit-for-humanities | Research Skills Tookit for Humanities | Research skills | Research methods | English | Guide | Unknown |
https://dataresponsibly.github.io/rds/ | Responsible Data Science | Data handling skills | Data Science | English | Online course | CC BY-SA 4.0 |
https://regexcrossword.com/ | Regex Tutorials | Data handling skills | Corpora | English | Exercises | Unknown |
https://programminghistorian.org/ | The programming historian | Data handling skills | Programming | English | Online course | Unknown |