Speech and Language Understanding [SerienID : 2249]
Contents
This lecture first gives an overview on basic mechanisms of human speech production and perception and then presents in detail an introduction in statistical oriented methods for automatic speech recognition. Main topics in this lecture are feature extraction, vector quantization, acoustical modeling with the help of Hidden Markov Models, linguistic modeling of language with stochastic grammars, prosodic information and search algorithms for the acceleration of the decoding step in a speech recogniton system.
Literature
- Niemann H.: Klassifikation von Mustern; Springer, Berlin 1983
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Niemann H.: Pattern Analysis and Understanding; Springer, Berlin 1990
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Schukat-Talamazzini E.G.: Automatische Spracherkennung; Vieweg, Wiesbaden 1995
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Rabiner L.R., Schafer R.: Digital Processing of Speech Signals; Prentice Hall, New Jersey 1978
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Rabiner L.R., Juang B.H.: Fundamentals of Speech Recognition; Prentice Hall, New Jersey 1993
Semester
Sommersemester 2021
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aktualisiert
2021-04-19 19:10:39
Abonnements
16
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1Speech and Language Understanding - IntroductionProf. Dr. Andreas Maier2021-04-06 Sommersemester 2021Nur für PortalGesperrt clip
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2Speech and Language Understanding - Speech Generation & PerceptionProf. Dr. Andreas Maier2021-04-06 Sommersemester 2021Nur für PortalGesperrt clip
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3Speech and Language Understanding - A Crash Course to Phonetics and ProsodyProf. Dr. Andreas Maier2021-04-07 Sommersemester 2021Nur für PortalGesperrt clip
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4Speech and Language Understanding - Feature Extraction Primer & How to compute a spectrogramProf. Dr. Andreas Maier2021-04-11 Sommersemester 2021Nur für PortalGesperrt clip
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5Speech and Language Understanding - A Crash Course on Mel Frequency Cepstral CoefficientsProf. Dr. Andreas Maier2021-04-11 Sommersemester 2021Nur für PortalGesperrt clip
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7Speech and Language Understanding - Classification, the EM Algorithm and GMM TrainingProf. Dr. Andreas Maier2021-04-11 Sommersemester 2021Nur für PortalGesperrt clip
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8Speech and Language Understanding - Speaker Recognition & VisualizationProf. Dr. Andreas Maier2021-04-18 Sommersemester 2021Nur für PortalGesperrt clip
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9Speech and Language Understanding - Hidden Markov ModelsProf. Dr. Andreas Maier2021-04-18 Sommersemester 2021Nur für PortalGesperrt clip
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10Speech and Language Understanding - Phonetic HMM Modeling and Language ModelsProf. Dr. Andreas Maier2021-04-19 Sommersemester 2021Nur für PortalGesperrt clip
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11Speech and Language Understanding - DecodingProf. Dr. Andreas Maier2021-04-22 Sommersemester 2021Nur für PortalGesperrt clip
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12Speech and Language Understanding - Weighted Finite State TransducersProf. Dr. Andreas Maier2021-04-22 Sommersemester 2021Nur für PortalGesperrt clip
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13Speech and Language Understanding - Deep Learning Speech RecognitionProf. Dr. Andreas Maier2021-04-23 Sommersemester 2021Nur für PortalGesperrt clip
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6Speech and Language Understanding - Other commonly used Features for Speech RecognitionProf. Dr. Andreas Maier2021-06-01 Sommersemester 2021Nur für PortalGesperrt clip
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14Speech and Language Understanding - Q&A and Exam PreparationProf. Dr. Andreas Maier2021-07-15 Sommersemester 2021Nur für PortalGesperrt clip