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Nesta abordagem, o conjunto de dados de treinamento é dividido em k partes de tamanhos iguais e são realizadas k rodadas de treinamento; a cada rodada uma das partes é separada e usada como conjunto de dados de validação. Assim, evita-se a reserva de dados exclusivos para validação \cite{Delgadillo2020}. -\paragraph{Treinamento} +\subsubsection{Treinamento} O treinamento consiste na implementação e execução do algoritmo de aprendizagem de máquina responsável por treinar o modelo. A implementação geralmente faz uso de uma linguagem de programação de alto nível e um framework de aprendizagem de máquina \cite{Greener2021}. Um exemplo de framework é o scikit-learn \cite{ScikitLearn} @@ -108,6 +102,6 @@ \subsubsection{Separação dos dados} do modelo. A seleção de hiperparâmetros pode ser manual ou automatizada durante o processo de treinamento por meio da técnica de \textit{k-fold cross-validation}, onde, em cada uma das rodadas de treinamento, uma configuração de hiperparâmetros é utilizada e avaliada \cite{Delgadillo2020}. -\paragraph{Avaliação do desempenho} +\subsubsection{Avaliação do desempenho} A. \ No newline at end of file