label noise

[/ˈleɪbəl nɔɪz/]
noun
ruído de rótulo
1. In machine learning, errors or inaccuracies in the labeled training data where the assigned class or target value is incorrect or misclassified
The model's performance was affected by label noise in the training dataset where some images were incorrectly annotated.
O desempenho do modelo foi afetado pelo ruído de rótulo no conjunto de dados de treinamento, onde algumas imagens foram anotadas incorretamente.
2. Corruption or mislabeling of data that introduces errors into supervised learning algorithms
Researchers developed techniques to handle label noise and improve model robustness.
Pesquisadores desenvolveram técnicas para lidar com ruído de rótulo e melhorar a robustez do modelo.
This is a specialized technical term primarily used in machine learning and data science communities. It is most common in academic research, AI development, and data annotation discussions. The term reflects the growing importance of data quality in AI/ML development, particularly relevant as Brazilian and Portuguese tech sectors expand in AI research.
Synonyms / Sinônimos
annotation errorlabeling errormislabelingincorrect labelserroneous annotations
Antonyms / Antônimos
clean labelsaccurate annotationscorrect labeling

Regional Variations

General Brazilian
ruído de rótulo
Standard technical term used in machine learning contexts
Portugal
ruído de etiqueta
Alternative translation using 'etiqueta' instead of 'rótulo'
Technical communities
ruído de label
Often kept in English in technical documentation and academic papers

Related Words

data qualityannotationtraining dataclassification errorsupervised learningground truth

Related Idioms & Phrases

dealing with label noise
robust to label noise
label noise problem
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