Speech and Language Understanding 2021 /CoursesID:2249
- Most recent entry on 2021-07-15

Lecturer

Prof. Dr. Andreas Maier

Organisational Unit

Friedrich-Alexander-Universität Erlangen-Nürnberg

Recording type

Vorlesungsreihe

Via

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Language

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

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Speech and Language Understanding - Introduction preview image
Speech and Language Understanding - Introduction
Prof. Dr. Andreas Maier
2021-04-06
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01:37:59
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2
Speech and Language Understanding - Speech Generation & Perception preview image
Speech and Language Understanding - Speech Generation & Perception
Prof. Dr. Andreas Maier
2021-04-06
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01:21:15
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3
Speech and Language Understanding - A Crash Course to Phonetics and Prosody preview image
Speech and Language Understanding - A Crash Course to Phonetics and Prosody
Prof. Dr. Andreas Maier
2021-04-07
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00:50:19
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4
Speech and Language Understanding - Feature Extraction Primer & How to compute a spectrogram preview image
Speech and Language Understanding - Feature Extraction Primer & How to compute a spectrogram
Prof. Dr. Andreas Maier
2021-04-11
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00:58:52
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5
Speech and Language Understanding - A Crash Course on Mel Frequency Cepstral Coefficients preview image
Speech and Language Understanding - A Crash Course on Mel Frequency Cepstral Coefficients
Prof. Dr. Andreas Maier
2021-04-11
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00:52:26
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6
Speech and Language Understanding - Other commonly used Features for Speech Recognition preview image
Speech and Language Understanding - Other commonly used Features for Speech Recognition
Prof. Dr. Andreas Maier
2021-06-01
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00:52:58
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7
Speech and Language Understanding - Classification, the EM Algorithm and GMM Training preview image
Speech and Language Understanding - Classification, the EM Algorithm and GMM Training
Prof. Dr. Andreas Maier
2021-04-11
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01:06:06
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8
Speech and Language Understanding - Speaker Recognition & Visualization preview image
Speech and Language Understanding - Speaker Recognition & Visualization
Prof. Dr. Andreas Maier
2021-04-18
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00:53:06
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9
Speech and Language Understanding - Hidden Markov Models preview image
Speech and Language Understanding - Hidden Markov Models
Prof. Dr. Andreas Maier
2021-04-18
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01:24:09
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10
Speech and Language Understanding - Phonetic HMM Modeling and Language Models preview image
Speech and Language Understanding - Phonetic HMM Modeling and Language Models
Prof. Dr. Andreas Maier
2021-04-19
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01:22:35
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11
Speech and Language Understanding - Decoding preview image
Speech and Language Understanding - Decoding
Prof. Dr. Andreas Maier
2021-04-22
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00:46:11
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12
Speech and Language Understanding - Weighted Finite State Transducers preview image
Speech and Language Understanding - Weighted Finite State Transducers
Prof. Dr. Andreas Maier
2021-04-22
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00:35:48
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13
Speech and Language Understanding - Deep Learning Speech Recognition preview image
Speech and Language Understanding - Deep Learning Speech Recognition
Prof. Dr. Andreas Maier
2021-04-23
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01:08:35
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14
Speech and Language Understanding - Q&A and Exam Preparation preview image
Speech and Language Understanding - Q&A and Exam Preparation
Prof. Dr. Andreas Maier
2021-07-15
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00:40:03
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