Welcome to TrueLearn’s documentation!

TrueLearn is a machine learning library for modelling lifelong learner engagement with educational resources.

Get Started

See the Getting Started for a quick introduction to the package.

Related Papers

This work is related to the following papers:

• TrueLearn A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational Resources published at the Thirty-forth AAAI Conference on Artificial Intelligence, 2020 at New York, NY, USA. BibTex below:

  @inproceedings{truelearn2020,
      author = {Bulathwela, S. and Perez-Ortiz, M. and Yilmaz, E. and Shawe-Taylor, J.},
      title={TrueLearn: A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational Resources},
      booktitle = {AAAI Conference on Artificial Intelligence},
      year = {2020}
  }
  

• Power to the Learner: Towards Human-Intuitive and Integrative Recommendations with Open Educational Resources published in 2022 as part of the Special Issue on AI and Interaction Technologies for Social Sustainability. BibTex below:

  @Article{su141811682,
     author = {Bulathwela, Sahan and Pérez-Ortiz, María and Yilmaz, Emine and Shawe-Taylor, John},
     title = {Power to the Learner: Towards Human-Intuitive and Integrative Recommendations with Open Educational Resources},
     journal = {Sustainability},
     volume = {14},
     year = {2022},
     number = {18},
     article-number = {11682},
     url = {https://www.mdpi.com/2071-1050/14/18/11682},
     ISSN = {2071-1050},
     DOI = {10.3390/su141811682}
  }
  

• PEEK: A Large Dataset of Learner Engagement with Educational Videos published in 2021 as part of the 4th workshop on Online Recommender Systems and User Modeling at ACM RecSys 2021. BibTex below:

  @article{DBLP:journals/corr/abs-2109-03154,
      author = {Bulathwela, Sahan and Yilmaz, Emine and Shawe-Taylor, John},
      title={PEEK: A Large Dataset of Learner Engagement with Educational Videos},
      booktitle = {4th workshop on Online Recommender Systems and User Modeling at ACM RecSys 2021},
      year = {2021}
  }
  

Change Log

This file documents all notable changes to the project.

• TrueLearn 1.0.0 (14-04-2023)

  • Initial release!

Authors and Contributors

KD-7, yuxqiu, sahanbull, deniselezi, aaneelshalman,