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
  • Niemann H.: Pattern Analysis and Understanding; Springer, Berlin 1990

  • Schukat-Talamazzini E.G.: Automatische Spracherkennung; Vieweg, Wiesbaden 1995

  • Rabiner L.R., Schafer R.: Digital Processing of Speech Signals; Prentice Hall, New Jersey 1978

  • 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

  • 1
    Speech and Language Understanding - Introduction
    Prof. Dr. Andreas Maier
    2021-04-06 Sommersemester 2021
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    Gesperrt clip
  • 2
    Speech and Language Understanding - Speech Generation & Perception
    Prof. Dr. Andreas Maier
    2021-04-06 Sommersemester 2021
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    Gesperrt clip
  • 3
    Speech and Language Understanding - A Crash Course to Phonetics and Prosody
    Prof. Dr. Andreas Maier
    2021-04-07 Sommersemester 2021
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    Gesperrt clip
  • 4
    Speech and Language Understanding - Feature Extraction Primer & How to compute a spectrogram
    Prof. Dr. Andreas Maier
    2021-04-11 Sommersemester 2021
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    Gesperrt clip
  • 5
    Speech and Language Understanding - A Crash Course on Mel Frequency Cepstral Coefficients
    Prof. Dr. Andreas Maier
    2021-04-11 Sommersemester 2021
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    Gesperrt clip
  • 7
    Speech and Language Understanding - Classification, the EM Algorithm and GMM Training
    Prof. Dr. Andreas Maier
    2021-04-11 Sommersemester 2021
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    Gesperrt clip
  • 8
    Speech and Language Understanding - Speaker Recognition & Visualization
    Prof. Dr. Andreas Maier
    2021-04-18 Sommersemester 2021
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    Gesperrt clip
  • 9
    Speech and Language Understanding - Hidden Markov Models
    Prof. Dr. Andreas Maier
    2021-04-18 Sommersemester 2021
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    Gesperrt clip
  • 10
    Speech and Language Understanding - Phonetic HMM Modeling and Language Models
    Prof. Dr. Andreas Maier
    2021-04-19 Sommersemester 2021
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    Gesperrt clip
  • 11
    Speech and Language Understanding - Decoding
    Prof. Dr. Andreas Maier
    2021-04-22 Sommersemester 2021
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    Gesperrt clip
  • 12
    Speech and Language Understanding - Weighted Finite State Transducers
    Prof. Dr. Andreas Maier
    2021-04-22 Sommersemester 2021
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    Gesperrt clip
  • 13
    Speech and Language Understanding - Deep Learning Speech Recognition
    Prof. Dr. Andreas Maier
    2021-04-23 Sommersemester 2021
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    Gesperrt clip
  • 6
    Speech and Language Understanding - Other commonly used Features for Speech Recognition
    Prof. Dr. Andreas Maier
    2021-06-01 Sommersemester 2021
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    Gesperrt clip
  • 14
    Speech and Language Understanding - Q&A and Exam Preparation
    Prof. Dr. Andreas Maier
    2021-07-15 Sommersemester 2021
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    Gesperrt clip