: Vocabulario de PLN: generalization ability

NLP resources and evaluation > measure > generalization ability

generalization ability

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)

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)

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

RDF/XML TURTLE JSON-LD última modificación 29/5/24

Loterre