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Image Credit: Arxiv

Automated Explanation of Machine Learning Models of Footballing Actions in Words

  • Researchers introduce a novel approach called wordalizations to bridge the communication gap between machine learning and football coaching.
  • They build an expected goals model using logistic regression and utilize the coefficients of the regression model to describe factors influencing the model's prediction.
  • Large language models are employed to provide entertaining descriptions of the shots.
  • The approach is discussed in a model card and an interactive open-source application is provided for shots in recent tournaments.

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