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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 7 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 37 repositories
  • ml4ed_gptsurvey Public

    Frontend for the GPT survey

    epfl-ml4ed/ml4ed_gptsurvey’s past year of commit activity
    Svelte 0 0 0 0 Updated Dec 9, 2024
  • epfl-ml4ed/runai-tutorial’s past year of commit activity
    Python 2 2 0 0 Updated Dec 2, 2024
  • PharmaSimText Public

    A text-based educational environment based on a simulated pharmacy settings suitable for training intelligent agents.

    epfl-ml4ed/PharmaSimText’s past year of commit activity
    0 MIT 0 0 0 Updated Nov 30, 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 Nov 10, 2024
  • epfl-ml4ed/universal-oele’s past year of commit activity
    Python 0 0 0 0 Updated Oct 1, 2024
  • 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
  • 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

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