kernel trick application
[/ˈkɜr.nəl trɪk ˌæp.lɪˈkeɪ.ʃən/]
nounpl: kernel trick applications
aplicação do truque do kernel
1. A machine learning technique that enables algorithms to operate in high-dimensional feature spaces without explicitly computing the coordinates of data in that space, using kernel functions to compute dot products
The kernel trick application allowed the support vector machine to efficiently classify non-linearly separable data.
A aplicação do truque do kernel permitiu que a máquina de vetores de suporte classificasse eficientemente dados não linearmente separáveis.
2. The practical implementation of kernel methods in computational algorithms to reduce computational complexity while maintaining or improving accuracy
Kernel trick application in deep learning has led to more efficient neural network designs.
A aplicação do truque do kernel em aprendizado profundo levou a designs de redes neurais mais eficientes.
This is specialized technical terminology used primarily in computer science, machine learning, and artificial intelligence fields. It is equally understood in both Brazilian Portuguese and European Portuguese academic contexts. The term originated in English-language machine learning literature and is typically not translated in technical publications, though Portuguese-language academic papers may use either the English term or the Portuguese translation interchangeably.
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