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supervised machine learning

[ˈsuːpərvaɪzd məˈʃiːn ˈlɜːrnɪŋ]
noun
aprendizado de máquina supervisionado
1. A machine learning approach where algorithms are trained on labeled datasets, where each training example has an associated correct answer or target output, enabling the model to learn mappings between inputs and outputs.
Supervised machine learning is used to build email spam filters by training on examples of spam and legitimate emails.
O aprendizado de máquina supervisionado é usado para construir filtros de spam de email treinando em exemplos de emails de spam e legítimos.
2. A category of machine learning techniques that rely on labeled training data to make predictions or classifications on new, unseen data.
In supervised machine learning, the model learns the relationship between features and labels during the training phase.
No aprendizado de máquina supervisionado, o modelo aprende a relação entre características e rótulos durante a fase de treinamento.
Synonyms
supervised learninglabeled learningtraining with labels
Antonyms
unsupervised machine learningunsupervised learningunlabeled learning

Regional Variations

General Brazilian
aprendizado de máquina supervisionado
Most common usage in Brazilian Portuguese technical contexts
São Paulo
aprendizado supervisionado
Shortened form commonly used in tech industry
Portugal
aprendizagem automática supervisionada
Preferred usage in European Portuguese; 'aprendizagem automática' is the standard term for machine learning

Related Idioms & Phrases

learning from labeled examples
training with ground truth
guided machine learning
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