perceptron learning algorithm
[/pərˈsɛptrən ˈlɜrnɪŋ ˈælɡərɪðəm/]
nounpl: perceptron learning algorithms
algoritmo de aprendizado do perceptron
1. A supervised learning algorithm for binary classification that iteratively adjusts weights to find a hyperplane separating two classes of data
The perceptron learning algorithm updates weights based on misclassified examples until convergence is achieved.
O algoritmo de aprendizado do perceptron atualiza os pesos com base em exemplos mal classificados até alcançar a convergência.
2. A foundational machine learning algorithm that forms the basis of artificial neural networks and deep learning
Students studying machine learning typically begin with the perceptron learning algorithm to understand neural network fundamentals.
Estudantes de aprendizado de máquina geralmente começam com o algoritmo de aprendizado do perceptron para compreender os fundamentos das redes neurais.
This is a technical term primarily used in academic, research, and professional machine learning contexts. It originated in the 1950s-60s with Frank Rosenblatt's work and remains fundamental in computer science education globally. The term is largely standardized across Portuguese-speaking countries, though Portugal prefers 'aprendizagem' over 'aprendizado'. In both Brazil and Portugal, it is frequently used in its English form in technical literature and university courses.
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