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Inteligência artificial em cardiologia
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ISBN10: 6208848571
ISBN13: 9786208848576
Publisher: Edicoes Nosso Conhecimento
Published: Jul 13 2025
Pages: 96
Weight: 0.31
Height: 0.23 Width: 6.00 Depth: 9.00
Language: Portuguese
ISBN13: 9786208848576
Publisher: Edicoes Nosso Conhecimento
Published: Jul 13 2025
Pages: 96
Weight: 0.31
Height: 0.23 Width: 6.00 Depth: 9.00
Language: Portuguese
Este livro fornece uma exploração aprofundada da forma como os algoritmos de aprendizagem automática podem ser aplicados eficazmente para detetar e classificar doenças cardÃacas. Começando com uma visão geral das doenças cardiovasculares e do seu impacto global, o livro aprofunda as caraterÃsticas médicas essenciais e os conjuntos de dados relevantes para as doenças cardÃacas. Em seguida, explora sistematicamente várias técnicas de aprendizagem automática - incluindo árvores de decisão, máquinas de vectores de suporte, redes neuronais, k-vizinhos mais próximos, métodos de conjunto e aprendizagem profunda - e os seus papéis na modelação preditiva. Cada capÃtulo inclui explicações algorÃtmicas detalhadas, métricas de avaliação de modelos (como exatidão, precisão, recordação, pontuação F1 e ROC-AUC) e estudos de casos que utilizam conjuntos de dados publicamente disponÃveis, como o conjunto de dados Cleveland Heart Disease. Este livro didático constitui um recurso valioso para estudantes, investigadores, cientistas de dados e profissionais de saúde.
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