classification model

[klæsɪfɪˈkeɪʃən ˈmɑːdəl]
nounpl: classification models
modelo de classificação
1. A machine learning algorithm or statistical method designed to predict categorical outcomes by learning patterns from labeled training data
The classification model successfully predicted whether emails were spam or legitimate with 95% accuracy.
O modelo de classificação previu com sucesso se os e-mails eram spam ou legítimos com 95% de precisão.
2. A computational system that assigns input data to predefined categories or classes based on learned features
We trained a classification model to distinguish between different types of medical images.
Treinamos um modelo de classificação para distinguir entre diferentes tipos de imagens médicas.
3. In computer science, a model that uses supervised learning to categorize new observations into known groups
The classification model uses decision trees to categorize customers by purchasing behavior.
O modelo de classificação usa árvores de decisão para categorizar clientes por comportamento de compra.
This is specialized technical terminology widely used in software development, data science, and artificial intelligence sectors in both Brazil and the USA. It has become increasingly important with the growth of machine learning and AI industries. In Brazil, the English term is often used interchangeably with the Portuguese translation in technical discussions, especially among software engineers and data scientists.
Synonyms / Sinônimos
classifierclassification algorithmpredictive modelcategorical model
Antonyms / Antônimos
regression modelclustering model

Regional Variations

General Brazilian Portuguese
modelo de classificação
Standard technical term used in academic and business contexts
Portugal
modelo de classificação
Identical usage as Brazilian Portuguese in technical fields
São Paulo
modelo de classificação
Commonly used in tech startups and AI development sectors
USA Tech Industry
classification model
Universal term in machine learning and artificial intelligence communities

Related Words

supervised learningmachine learningneural networkdecision treelogistic regressionsupport vector machinetraining dataaccuracy metrics

Related Idioms & Phrases

train a classification model
deploy a classification model
tune a classification model
validate a classification model
overfitting in classification models
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