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vacode's Introduction

VACode: A Visual Analytics Systems for Learner-Sourced Code in Large-Scale Computer Science Education

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VACode is a visual analytics system that allows instructors to analyze learner-sourced code and to assign groups for code-review-based peer-assisted learning. Learner-sourced programming codes are embedded to high-dimensional vector with codeBERT and visualized with t-SNE. Then, student groups are assigned based on Unshift Clustering Algorithms. Instructors can see source-codes' overview in Plot View, filter with Label View and Group View, and check raw source-code with Code View.

Live Demo

Web Demo

Developers

Team Rescue Macbook

Awards

1th prize winner at 2022 SKKU AI-SW Education Hackathon

vacode's People

Contributors

jason-choi avatar serin-yoon avatar

Watchers

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