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Aprendizagem profunda para classificação de sinais de fala

Aprendizagem profunda para classificação de sinais de fala

ARUN M / Dr. ANAND T / Dr. RAGUPATHY K

64,12 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2025
Materia
Empresa y gestión
ISBN:
9786204189352
64,12 €
IVA incluido
Disponible

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Sobre IBD

A classificação do sinal de fala desempenha um papel crucial no reconhecimento da fala, na identificação do orador, na deteção de emoções e no processamento de áudio. Este livro fornece um guia abrangente para alavancar técnicas de aprendizagem profunda - especificamente Redes Neurais Convolucionais (CNNs) e redes de Memória de Curto Prazo Longo (LSTM) - para uma classificação eficaz do sinal de fala.Principais tópicos abordados:Fundamentos do processamento de fala - Compreensão dos sinais de fala, espectrogramas e técnicas de extração de caraterísticas, como MFCCs. Introdução à aprendizagem profunda - Visão geral das redes neuronais, CNNs para extração de caraterísticas e LSTMs para capturar dependências temporais. Modelo híbrido CNN-LSTM - Uma abordagem passo a passo para combinar CNNs e LSTMs para melhorar a precisão da classificação da fala.

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