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Vocabulary of natural language processing (POC)

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Concept information

NLP resources and evaluation > measure > generalization ability

Terme préférentiel

generalization ability  

Définition

  • A measure of how accurately the algorithm is able to predict outputs from previously unknown data. (Qi et al., Applying Neural-Network-Based Machine Learning to Additive Manufacturing: Current Applications, Challenges, and Future Perspectives, in Engineering, 2019)

Concept générique

Note

  • A model that can generalize is the opposite of a model that is overfitting. (Google for Developers - Machine Learning Glossary)
  • Generalization ability can be evaluated using the bias and variance measurements. (Zaras et al., Neural networks and backpropagation, in Deep Learning for Robot Perception and Cognition, 2022)

Traductions

URI

http://data.loterre.fr/ark:/67375/8LP-K2272WCM-6

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