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self-supervised training

[self-ˈsü-pər-ˌvīzd ˈtrā-niŋ]
noun
treinamento auto-supervisionado
1. A machine learning technique where a model learns from unlabeled data by generating labels from the data itself, without requiring manual annotation.
Self-supervised training allows neural networks to learn useful representations from large amounts of unlabeled data.
O treinamento auto-supervisionado permite que redes neurais aprendam representações úteis a partir de grandes quantidades de dados não rotulados.
2. A training approach where the supervisory signal is automatically derived from the input data structure itself.
BERT uses self-supervised training to predict masked words in sentences.
BERT usa treinamento auto-supervisionado para prever palavras mascaradas em sentenças.
Synonyms
self-trainingunsupervised representation learningpretext task learningauto-supervised learning
Antonyms
supervised trainingsupervised learningfully-annotated training

Regional Variations

General Brazilian
treinamento auto-supervisionado
Standard term used in Brazilian tech and academic communities
São Paulo
treinamento auto-supervisionado
Predominant usage in tech hubs
Portugal
treino auto-supervisionado
Portuguese variant uses 'treino' instead of 'treinamento'

Related Idioms & Phrases

learning from within
data-driven supervision
bootstrapping labels
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