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SGN-4106 SPEECH RECOGNITION, 5 cr
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Person responsible
Lecturer Konsta Koppinen
Lecturers
Konsta Koppinen, Lecturer, room TF317, konsta.koppinen@tut.fi
Lecture room and time
Per V: Monday 12 - 14, TB214
Per V: Wednesday 12 - 14, TB214
Implementation rounds
Implementation 1
| Period 1 | Period 2 | Period 3 | Period 4 | Period 5 | Summer | Language of instruction | |
| Lecture | - | - | - | - | 4 h/week | - | In English only |
| Exercise | - | - | - | - | 2 h/week | - | In English only |
| Exam | In finnish and in english if asked | ||||||
Objectives
Teaches the basics of automated speech recognition, particularly the use of hidden Markov models and neural networks.
Contents
| Content | Core content | Complementary knowledge | Specialist knowledge |
| 1. | Hidden Markov models (HMM) | ||
| 2. | Language models | ||
| 3. | Adaptation methods | ||
| 4. | Neural networks for text-to-phoneme mapping |
Requirements for completing the course
Final examination, exercises and assignment.
Assessment criteria
Exam, exercises and project work.
Study material
| Type | Name | Author | ISBN | URL, edition, availablitity... | Exam material | Language |
| Book | "Fundamentals of Speech Recognition" | Rabiner, L. & Juang, B-H. | Prentice Hall, 1993 | No | English | |
| Book | "Pattern Classification" | Duda, R.O., Hart, P.E. & Stork, D.G. | Wiley, 2000 | No | English | |
| Book | "Neural Networks - Second Edition" | Haykin, S. | Prentice Hall, 1999 | No | English | |
| Book | "Automatic Speech and Speaker Recognition-Advanced Topics" | Lee, C.H.,Soong, F.K.,Paliwal,K.K. | Kluwer Academic Publishers, 1996 | No | English | |
| Book | "Robust Speech Recognition in Embedded Systems and PC Applications" | Junqua, J.C. | Kluwer Academic Publishers, 2000 | No | English | |
| Summary of lectures | "Speech Recognition" | Konsta Koppinen | Yes | English | ||
| Journal | "Statistical Pattern Recognition: A Review" | Jain, Duin, Mao | IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 22, No. 1, Jan. 2000 | No | English | |
| Journal | "A tutorial on hidden Markov models and selected applications in speech recognition" | Rabiner, L.R. | Proceedings of the IEEE , Volume: 77 Issue: 2 , Feb. 1989 | No |
Prerequisites
| Number | Name | Credits | M/R |
| MAT-20500 | Probability Calculus | 3 | Recommendable |
| SGN-2506 | Introduction to Pattern Recognition | 4 | Mandatory |
| SGN-4010 | Speech Processing Methods | 2 | Mandatory |
Other comments
Correspondence of content
8003163 Speech Recognition
| Last modified | 25.08.2005 |
| Modified by | Antti Niemistö |