Personalised Learning Environments for Computing Education

In this presentation we provide an overview of some of our past work on Personalised Learning Environments for Computing Education as well as discuss some future direction we want to take within our research.

Transcript

1. Personalised Learning Environments for Computing Education Yoshi Malaise and Beat Signer Web & Information Systems Engineering Lab Department of Computer Science Vrije Universiteit Brussel
4. Zone of Proximal Development - Lev Vygotsky., 1978
5. PRIMM - Sentance et al., 2019 Not Mine Partly Mine All Mine
6. Skill Transfer Types of Transfer Negative Transfer Positive Transfer Low/High Transfer Simple/Complex Transfer
7. Expertise Reversal
9. Existing Code Study Lenses Educational Resources Learning Environment Delivery System
11. Existing Code Study Lenses Educational Resources Learning Environment Delivery System Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs
12. Existing Code Study Lenses Educational Resources Learning Environment Delivery System Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs
13. Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs X = 3 Y = 4 X = 3 Y = 5 X = 9 Y = 5 X = 9 Y = 9 X = 8 Y = 9 Existing Code Study Lenses Educational Resources Learning Environment Delivery System
14. Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs Existing Code Study Lenses Educational Resources Learning Environment Delivery System ProblemGenerator .from('/* code */') .type(ExerciseType.MultipleAnswer) .runtimeInfo({funcName: 'foo', args: {x: 5, y: 7}}) .alternativeValues({x: [3, 7, 8]}) .include(QuestionType.SwappedOperands) .generate()
15. Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs Existing Code Study Lenses Educational Resources Learning Environment Delivery System
16. Time-Traveling Debugger Static Analysis Large Language Models Domain-specific Query Language Personal Knowledge Graph Recommender Engine Live Diagnostic Assessments Domain Knowledge Graphs Recommendation Content Generators DSL Design Guidelines Existing Code Study Lenses Educational Resources Learning Environment Delivery System
17. Medium Term Job Placement Facilities Short Term Technical Training for Refugees Long Term For-Profit Lifelong Learning
18. Explorotron: An IDE Extension for Guided and Independent Code Exploration and Learning
19. Existing Code Study Lenses Educational Resources Learning Environment Delivery System
20. Visual Studio Code Existing Code Study Lenses Educational Resources Learning Environment Delivery System
21. Visual Studio Code Github Existing Code Study Lenses Educational Resources Learning Environment Delivery System
22. Visual Studio Code Github Explorotron Existing Code Study Lenses Educational Resources Learning Environment Delivery System
46. Companion Application
47. • On the go learning • Accessible under time constraints • PRIMM principles Companion Application
54. Micromaterials
55. • Open Education Resources • Provide immediate feedback • Game-based learning Micromaterials
58. Sixteen Heroes • Shield • Sword • Helmet • Cape • Gender • Skin tone
59. The Scroll
61. State Table
62. Papers • Explorotron: An IDE Extension for Guided and Independent Code Exploration and Learning (Discussion Paper) In Proceedings of Koli Calling 2023, 23rd International Conference on Computing Education Research, Koli, Finland. November 2023. ACM. https://doi.org/10.1145/3631802.3631816 • King's Scroll: An Educational Game to Practise Code Prediction In Proceedings of SIGCSE 2023 (Poster), 54th ACM Technical Symposium on Computer Science Education, Toronto, Canada, March 2023. ACM. https://doi.org/10.1145/3545947.3576311 • Personalised Learning Environments Based on Knowledge Graphs and the Zone of Proximal Development In Proceedings of CSEDU 2022, 14th International Conference on Computer Supported Education, Online Event, April 2022. Scitepress https://doi.org/10.5220/0010998600003182