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THE UNIVERSITY of EDINBURGHDEGREE REGULATIONS & PROGRAMMES OF STUDY 2007/2008
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Speech Processing (P01423)? Credit Points : 10 ? SCQF Level : 11 ? Acronym : PPL-P-SP-LING Syllabus: Fundamentals of speech processing (familiarity with waveforms, spectra, spectrograms, resonance, formants, human speech production and perception, perceptually-motivated frequency scales, time vs. frequency representations; conversion between the two, the Fourier transform, source-filter model of speech, hands on experience via xwaves), speech recognition (components of a typical recogniser, parameterisation of the speech signal, dynamic time warping, distance measures, the Hidden Markov Model, the generative model paradigm, simple probability theory, conditional and joint probabilities, Bayes' theorem, Gaussian probability density function, continuous density HMMs, monophone models with Gaussian observation densities, Viterbi algorithm for recognition, training from fully labelled data, Viterbi training, bigram language models), speech synthesis (components of a typical text-to-speech synthesiser, text analysis, phonology, finite-state automata, POS tagging, lexicon, phrasing, accents, F0, learning from data, CART models, waveform generation, concatenative methods - TD-PSOLA and linear prediction, F0 and duration modification). Entry Requirements? Costs : None Subject AreasHome subject areaLanguage Sciences, (School of Philosophy, Psychology and Language Sciences, Schedule I) Delivery Information? Normal year taken : Postgraduate ? Delivery Period : Semester 1 (Blocks 1-2) ? Contact Teaching Time : 2 hour(s) per week for 11 weeks First Class Information
All of the following classes
Summary of Intended Learning Outcomes
After taking this module, students should be able to:
- give an overview of the components of state-of-the art speech recognition and speech synthesis systems; - understand the main concepts and what each component does; - describe a simple version of each component; - see what the difficult problems are in recognition and synthesis. They will also: use tools for visualising and manipulating speech waveforms; - experiment with two state-of-the-art speech technology systems; - put experimental methodology into practice; - see how knowledge and skills from different areas come together in an interdisciplinary field. Assessment Information
60% 2 hour closed book exam, two 20% written assignments based on laboratory work
Exam times
Contact and Further InformationThe Course Secretary should be the first point of contact for all enquiries. Course Secretary Miss Toni Noble Course Organiser Dr Robert Clark School Website : http://www.ppls.ed.ac.uk/ College Website : http://www.hss.ed.ac.uk/ |
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