Abbreviations
Explainability in Artificial Intelligence; towards Responsible AI

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Abbreviations
Explainability in Artificial Intelligence; towards Responsible AI

Authors : Daniel RACOCEANU, Mehdi OUNISSI, Yannick L. KERGOSIEN

Review date: February 29, 2024 | Lire en français

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6. Abbreviations

DL Deep Learning 20, 21, 37

IA Artificial Intelligence = Intelligence Artificielle. 3, 21, 37

ML Machine Learning = automatic learning. 20, 21, 37

RAI Responsible Artificial Intelligence. 5, 36

REX Retour d'EXpérience. 36–38

XAI eXplainable Artificial Intelligence. 4, 6, 36, 37

F1 score, ROC and AUC

F1 score, ROC, AUC are metrics used in object detection tasks in general, for the objective evaluation of algorithms:

  • the F1 score is the harmonic mean of precision and recall. Its highest possible value is 1.0 (perfect precision and recall), and its lowest possible value is 0, if precision or recall is zero;

  • ROC stands for Receiver Operating...

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