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Atlas: Content Filtering and Competency Recommendations #46

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ardakaraman0 opened this issue Dec 30, 2024 · 0 comments
Open
5 tasks

Atlas: Content Filtering and Competency Recommendations #46

ardakaraman0 opened this issue Dec 30, 2024 · 0 comments
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@ardakaraman0
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Is your feature request related to a problem?

No response

User Story: Describe the solution you'd like

  • Define filtering criteria for recommendations, such as similarity thresholds, semantic relevance, or domain-specific rules.
  • Incorporate contextual factors (e.g., course descriptions, exercise metadata) into the filtering process to ensure recommendations are contextually accurate.
  • Use cosine similarity or other distance metrics to calculate relevance scores between competencies, sub-competencies, and course tasks.
  • Automate the generation of a ranked list of recommended (sub-)competencies for each exercise or task.
  • Include explanations or justifications for the recommendations based on similarity scores or contextual matches.

Acceptance Criteria

  • Define filtering criteria for recommendations, such as similarity thresholds, semantic relevance, or domain-specific rules.
  • Incorporate contextual factors (e.g., course descriptions, exercise metadata) into the filtering process to ensure recommendations are contextually accurate.
  • Use cosine similarity or other distance metrics to calculate relevance scores between competencies, sub-competencies, and course tasks.
  • Automate the generation of a ranked list of recommended (sub-)competencies for each exercise or task.
  • Include explanations or justifications for the recommendations based on similarity scores or contextual matches.

Describe alternatives you've considered

No response

@ardakaraman0 ardakaraman0 self-assigned this Dec 30, 2024
@ardakaraman0 ardakaraman0 moved this to Backlog in Atlas Dec 30, 2024
@ardakaraman0 ardakaraman0 transferred this issue from ls1intum/Atlas Mar 9, 2025
@ardakaraman0 ardakaraman0 changed the title AtlasML: Content Filtering and Competency Recommendations Atlas: Content Filtering and Competency Recommendations Mar 9, 2025
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