supervised learning methods

[ˈsuːpərvɪzd ˈlɜːrnɪŋ ˈmeθədz]
noun phrasepl: N/A (plural in form)
métodos de aprendizado supervisionado
1. Machine learning techniques where models are trained on labeled datasets containing input-output pairs to learn the relationship between inputs and expected outputs
Supervised learning methods like linear regression and decision trees are commonly used for predictive modeling.
Métodos de aprendizado supervisionado como regressão linear e árvores de decisão são comumente usados para modelagem preditiva.
2. Algorithms that require human-annotated training data to establish patterns for classification or regression tasks
The company implemented supervised learning methods to classify customer emails as spam or legitimate.
A empresa implementou métodos de aprendizado supervisionado para classificar emails de clientes como spam ou legítimos.
This is specialized technical terminology used primarily in machine learning, data science, and artificial intelligence contexts. The term is globally standardized in the tech industry, with Brazilian Portuguese using 'aprendizado supervisionado' and European Portuguese using 'aprendizagem supervisionada'. It's commonly discussed in university computer science programs, corporate data science teams, and online technical communities across both Brazil and Portugal.
Synonyms / Sinônimos
supervised machine learninglabeled learning methodstraining with labeled dataannotated data learning
Antonyms / Antônimos
unsupervised learning methodsreinforcement learningsemi-supervised learning methods

Regional Variations

General Brazilian Portuguese
métodos de aprendizado supervisionado
Standard terminology used in academic and professional contexts
Portugal
métodos de aprendizagem supervisionada
Uses 'aprendizagem' instead of 'aprendizado'; slightly more formal
São Paulo/Rio de Janeiro
métodos de aprendizado supervisionado
Same as general Brazilian; tech industry standard
USA/Technical English
supervised learning methods
Primary term in machine learning and AI literature

Related Words

classificationregressionneural networkslabeled datasettraining dataprediction modelfeature engineeringcross-validation

Related Idioms & Phrases

train a model with labeled data
feed the algorithm labeled examples
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