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@epfl-ml4ed

ML4ED

EPFL's Machine Learning for Education (ML4ED) Laboratory led by Professor Tanja Käser.

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  1. mlbd-2022 mlbd-2022 Public

    Lab Materials for the EPFL Course on Machine Learning for Behavioral Data CS-421, Spring 2022.

    Jupyter Notebook 8 13

  2. meta-transfer-learning meta-transfer-learning Public

    Models to warm-start student pass/fail performance prediction trained using meta-transfer learning on 26 courses, 100k students, and millions of interactions. Published at L@S 2022.

    Python 5 3

  3. evolutionary-srl-clustering evolutionary-srl-clustering Public

    Code for the paper "Evolutionary Clustering of Apprentices' Behavior in Online Learning Journals for Vocational Education" published at SFUVET 2022.

    Python 2 2

  4. evaluating-explainers evaluating-explainers Public

    Comparing 5 different XAI techniques (LIME, PermSHAP, KernelSHAP, DiCE, CEM) through quantitative metrics. Published at EDM 2022.

    PureBasic 17 3

  5. fc-clustering fc-clustering Public

    Code for the paper "Identifying and Comparing Multi-Dimensional Student Profiles across Flipped Classrooms" published at AIED 2022.

    Python 1

  6. beerslaw-lab beerslaw-lab Public

    Code for "Generalisable Methods for Early Prediction in Interactive Simulations for Education" published at EDM 2022.

    HTML 2 1

Repositories

Showing 10 of 56 repositories
  • llm-inquiry Public
    epfl-ml4ed/llm-inquiry's past year of commit activity
    0 0 0 0 Updated Aug 29, 2026
  • tutor-robustness-eval Public

    Official repository for the paper "Evaluating Answer Leakage Robustness of LLM Tutors against Adversarial Student Attacks", ACL 2026.

    epfl-ml4ed/tutor-robustness-eval's past year of commit activity
    Python 0 0 0 0 Updated Jul 7, 2026
  • REFINE Public
    epfl-ml4ed/REFINE's past year of commit activity
    Python 1 0 0 0 Updated Jun 27, 2026
  • mlbd-2026 Public

    Course Materials for the EPFL Course on Machine Learning for Behavioral Data CS-421, Spring 2026.

    epfl-ml4ed/mlbd-2026's past year of commit activity
    Jupyter Notebook 5 3 0 0 Updated Apr 29, 2026
  • video-interaction-prediction-AIED26 Public

    Code, models and analysis scripts for "Scalable and Explainable Learner-Video Interaction Prediction using Multimodal Large Language Models" at AIED 2026

    epfl-ml4ed/video-interaction-prediction-AIED26's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Mar 30, 2026
  • epfl-ml4ed/cpt-reflection's past year of commit activity
    0 0 0 0 Updated Mar 30, 2026
  • epfl-ml4ed/metafeedback-assistant's past year of commit activity
    Python 0 0 0 0 Updated Feb 3, 2026
  • epfl-ml4ed/PharmaSim-Switch's past year of commit activity
    0 MIT 0 0 0 Updated Jan 14, 2026
  • epfl-ml4ed/evaluation-trob's past year of commit activity
    Python 0 0 0 0 Updated Jan 12, 2026
  • de_2025 Public
    epfl-ml4ed/de_2025's past year of commit activity
    Jupyter Notebook 1 0 0 0 Updated Nov 13, 2025

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