perceptron training algorithm

[/pərˈsɛptrɑn ˈtreɪnɪŋ ˈælɡərɪðəm/]
nounpl: perceptron training algorithms
algoritmo de treinamento do perceptron
1. A supervised learning algorithm used to train a perceptron, a type of artificial neural network classifier, by iteratively adjusting weights based on prediction errors to achieve binary classification.
The perceptron training algorithm updates weights whenever it makes a misclassification on the training data.
O algoritmo de treinamento do perceptron atualiza os pesos sempre que comete uma classificação incorreta nos dados de treinamento.
2. A machine learning procedure that uses the perceptron rule to converge to a solution that correctly separates linearly separable classes.
Researchers implemented the perceptron training algorithm to distinguish between spam and legitimate emails.
Os pesquisadores implementaram o algoritmo de treinamento do perceptron para distinguir entre emails de spam e legítimos.
3. The foundational method in neural network training that adjusts connection weights proportionally to prediction errors and learning rate parameters.
The perceptron training algorithm is foundational to modern deep learning techniques.
O algoritmo de treinamento do perceptron é fundamental para as técnicas modernas de aprendizado profundo.
This is a specialized technical term primarily used in academic and professional machine learning contexts. The term is used identically in both Brazilian and American English-speaking technical communities, though Portuguese variants differ slightly between Brazil and Portugal. In Brazil, it's commonly taught in computer science programs and used in AI/ML research laboratories.
Synonyms / Sinônimos
perceptron learning ruleperceptron convergence algorithmweight adjustment algorithmperceptron update rule

Regional Variations

General Brazilian
algoritmo de treinamento do perceptron
Standard technical term used in Brazilian computer science and machine learning contexts
São Paulo
algoritmo de treinamento do perceptron
Commonly used in tech hubs and AI research centers
Rio de Janeiro
algoritmo de treinamento do perceptron
Used in academic and research institutions
Portugal
algoritmo de treino do perceptron
Uses 'treino' instead of 'treinamento'; technical usage in Portuguese academia

Related Words

perceptronneural networksupervised learningweight adjustmenterror correctionclassification algorithmmachine learningconvergence
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