Title: Deep Learning f�r die Klassifizierung von Sprachsignalen: Ein CNN-LSTM-Ansatz (German Edition)
Publisher: Verlag Unser Wissen
Publication Date: 2025
Language: German
ISBN 10: 6204189301
ISBN 13: 9786204189307
Binding: Soft cover
Condition: New

About this title

Synopsis

Die Klassifizierung von Sprachsignalen spielt eine entscheidende Rolle bei der Spracherkennung, Sprecheridentifikation, Emotionserkennung und Audioverarbeitung. Dieses Buch bietet einen umfassenden Leitfaden zur Nutzung von Deep-Learning-Techniken - insbesondere von Convolutional Neural Networks (CNNs) und Long Short-Term Memory (LSTM)-Netzwerken - f�r eine effektive Sprachsignalklassifizierung.Behandelte Hauptthemen:Grundlagen der Sprachverarbeitung - Verstehen von Sprachsignalen, Spektrogrammen und Merkmalsextraktionstechniken wie MFCCs. Einf�hrung in Deep Learning - �berblick �ber neuronale Netze, CNNs f�r die Merkmalsextraktion und LSTMs f�r die Erfassung zeitlicher Abh�ngigkeiten.CNN-LSTM-Hybridmodell - Ein schrittweiser Ansatz zur Kombination von CNNs und LSTMs f�r eine verbesserte Genauigkeit der Sprachklassifizierung.

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