- 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
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- 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
Speech and Language Understanding 2021 /KursID:2249
- Letzter Beitrag vom 2021-07-15
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1
Speech and Language Understanding - Introduction
Prof. Dr. Andreas Maier
2021-04-06
IdM-Anmeldung
01:37:59
Folien
captions
2
Speech and Language Understanding - Speech Generation & Perception
Prof. Dr. Andreas Maier
2021-04-06
IdM-Anmeldung
01:21:15
Folien
captions
3
Speech and Language Understanding - A Crash Course to Phonetics and Prosody
Prof. Dr. Andreas Maier
2021-04-07
IdM-Anmeldung
00:50:19
Folien
captions
4
Speech and Language Understanding - Feature Extraction Primer & How to compute a spectrogram
Prof. Dr. Andreas Maier
2021-04-11
IdM-Anmeldung
00:58:52
Folien
captions
5
Speech and Language Understanding - A Crash Course on Mel Frequency Cepstral Coefficients
Prof. Dr. Andreas Maier
2021-04-11
IdM-Anmeldung
00:52:26
Folien
captions
6
Speech and Language Understanding - Other commonly used Features for Speech Recognition
Prof. Dr. Andreas Maier
2021-06-01
IdM-Anmeldung
00:52:58
Folien
captions
7
Speech and Language Understanding - Classification, the EM Algorithm and GMM Training
Prof. Dr. Andreas Maier
2021-04-11
IdM-Anmeldung
01:06:06
Folien
captions
8
Speech and Language Understanding - Speaker Recognition & Visualization
Prof. Dr. Andreas Maier
2021-04-18
IdM-Anmeldung
00:53:06
Folien
captions
9
Speech and Language Understanding - Hidden Markov Models
Prof. Dr. Andreas Maier
2021-04-18
IdM-Anmeldung
01:24:09
Folien
captions
10
Speech and Language Understanding - Phonetic HMM Modeling and Language Models
Prof. Dr. Andreas Maier
2021-04-19
IdM-Anmeldung
01:22:35
Folien
captions
11
Speech and Language Understanding - Decoding
Prof. Dr. Andreas Maier
2021-04-22
IdM-Anmeldung
00:46:11
Folien
captions
12
Speech and Language Understanding - Weighted Finite State Transducers
Prof. Dr. Andreas Maier
2021-04-22
IdM-Anmeldung
00:35:48
Folien
captions
13
Speech and Language Understanding - Deep Learning Speech Recognition
Prof. Dr. Andreas Maier
2021-04-23
IdM-Anmeldung
01:08:35
Folien
captions
14
Speech and Language Understanding - Q&A and Exam Preparation
Prof. Dr. Andreas Maier
2021-07-15
IdM-Anmeldung
00:40:03
Folien
captions
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