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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 4 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 15 2

  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 34 repositories
  • iLLuMinaTE Public

    Using LLMs for efficient communication of explainers.

    epfl-ml4ed/iLLuMinaTE’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Sep 12, 2024
  • PharmaSimText-OS-LLMs Public

    This is a repository including the benchmark and agents included in an under review submission to JEDM 2025.

    epfl-ml4ed/PharmaSimText-OS-LLMs’s past year of commit activity
    Python 0 0 0 0 Updated Aug 24, 2024
  • epfl-ml4ed/runai-tutorial’s past year of commit activity
    Dockerfile 2 2 0 0 Updated Aug 16, 2024
  • answer-forecasting Public

    Models to include student interaction patterns for answer forecasting tasks (MCQStudentBert). Published at EDM 2024.

    epfl-ml4ed/answer-forecasting’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Jun 14, 2024
  • PharmasimWebsite Public

    The website of Pharmasim 3D

    epfl-ml4ed/PharmasimWebsite’s past year of commit activity
    HTML 0 0 0 0 Updated Jun 11, 2024
  • Rag4Edu Public
    epfl-ml4ed/Rag4Edu’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated May 29, 2024
  • JCRec Public
    epfl-ml4ed/JCRec’s past year of commit activity
    Python 0 0 0 0 Updated May 28, 2024
  • interpretcc Public

    InterpretCC, an inherently interpretable neural network architecture

    epfl-ml4ed/interpretcc’s past year of commit activity
    Jupyter Notebook 2 MIT 0 0 0 Updated May 15, 2024
  • epfl-ml4ed/behavioral-bias-investigation’s past year of commit activity
    Python 0 0 0 0 Updated May 8, 2024
  • interpretable-clustering Public

    Explainable clustering method used to extract interpretable student profiles. Featured at AIED 2024.

    epfl-ml4ed/interpretable-clustering’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 0 Updated Apr 30, 2024