110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 249847 6683147 249847 2840683608 2840683608 0 0 Informatique IN IC Faculté informatique et communications School of Computer and Communication Sciences !itffichecours.htm?ww_i_matiere=348760034&ww_x_anneeAcad=2840683608&ww_i_section=249847&ww_i_niveau=6683147 1696552884 1696552963 2025-2026 COURSE BOOKLET EE-554 Automatic speech processing Automatic speech processing Lecturers Magimai Doss Mathew Language of teaching English Cursus Communication Systems - master program(2025-2026, SC - Master EPFL 2024)
Communication Systems - master program(2025-2026, SC - Master EPFL 2025)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2024)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2025)
Computer Science(2025-2026, IN - Master 2024)
Computer Science(2025-2026, IN - Master 2025)
Data Science(2025-2026, SC_DS - Master 2024)
Data Science(2025-2026, SC_DS - Master 2025)
Digital Humanities(2025-2026, DH - Master 2024)
Digital Humanities(2025-2026, DH - Master 2025)
Electrical and Electronics Engineering(2025-2026, EL - Master 2024)
Electrical and Electronics Engineering(2025-2026, EL - Master 2025)
Electrical and electronic engineering minor(2025-2026, Mineur : Génie électrique et électronique 2025-26)
SemesterMand.OptionFilières
Hx
MA1, MA3x
MA1, MA3xF
MA1, MA3xL
 Credits 4 Session Winter Workload 120h Exam Written Number of positions Semester Fall Weeks 14 Hours 4 weekly
Courses 2 weekly
Exercises 2 weekly
Study planSemesterMand.OptionFilières
Cyber security 2025-26MA1x
Cyber security 2025-26MA3x
Data Science 2025-26MA1x
Data Science 2025-26MA3x
Génie électrique et électronique 2025-26MA1xL
Génie électrique et électronique 2025-26MA3xL
Humanités digitales 2025-26MA1x
Humanités digitales 2025-26MA3x
Informatique 2025-26MA1xF
Informatique 2025-26MA3xF
Mineur : Génie électrique et électronique 2025-26Hx
Systèmes de communication 2025-26MA1xF
Systèmes de communication 2025-26MA3xF
Cursus Sem. Type
Computer science MA1, MA3 Opt.
Cybersecurity MA1, MA3 Opt.
Data Science MA1, MA3 Opt.
Digital Humanities MA1, MA3 Opt.
Electrical and Electronical Engineering MA1, MA3 Opt.
Electrical and electronic engineering minor H Opt.
SC master EPFL MA1, MA3 Opt.
Summary The goal of this course is to provide the students with the main formalisms, models and algorithms required for the implementation of advanced speech processing applications (involving, among others, speech coding, speech analysis/synthesis, and speech recognition, speaker recognition). Content

1. Introduction: Speech processing tasks, Speech science, language engineering applications.

 

2. Basic Tools: Analysis and spectral properties of the speech signal, linear prediction algorithms, statistical pattern recognition, dynamic programming, speech representation learning

 

3. Speech Coding: Human hearing properties, quantization theory, speech coding in the temporal and frequency domains.

 

4. Speech Synthesis: speech synthesis models, concatenative synthesis, hidden Markov models (HMMs) based speech synthesis, Neural speech synthesis.

 

5. Automatic Speech Recognition: Temporal pattern matching and Dynamic Time Warping (DTW) algorithms, speech recognition systems based on HMMs, Neural networks-based speech recognition.

 

6. Speaker recognition and speaker verification: Formalism, hypothesis testing, Text-dependent and Text-independent speaker verification, Gaussian mixture models-/HMM-based speaker verification, speaker embeddings based speaker verification, presentation attack detection (antispoofing).

 

7. Paralinguistic speech processing: fundamentals and applications (e.g., emotion recognition, pathological speech detection, depression detection), hand-crafted feature based approaches, neural approaches.

 Keywords

speech processing, speech coding, speech analysis/synthesis, automatic speech recognition, speaker identification, text-to-speech

 Learning Prerequisites Required courses

Basis in linear algebra, signal processing (FFT), and statistics.

 Important concepts to start the course

Basic knowledge in signal processing, linear algebra, statistics and stochastic processes. Basic knowledge in machine learning/statistical pattern recognition is not a must but would be helpful in following the course.

 

 Learning Outcomes By the end of the course, the student must be able to:
  • speech signal properties
  • Exploit those properties to speech codign, speech synthesis, and speech recognition
  • Exploit those properties for speech coding, speech synthesis, speech recognition, speaker recognition and paralinguistic speech processing
  • Analyze speech signal properties
  • Formulate speech processing problems
  • Choose appropriate methods for target speech processing tasks
 Transversal skills
  • Use a work methodology appropriate to the task.
  • Access and evaluate appropriate sources of information.
  • Use both general and domain specific IT resources and tools
 Teaching methods

Lecture + lab exercises

 Expected student activities

Attending courses and lab exercises. Read additional papers and continue lab exercises at home if necessary. Regulary answer list of questions for feedback.

 Assessment methods

Written exam without notes

 Resources Bibliography

Fundamentals of Speech Recognition / Rabiner and Juang

Speech and Language Processing / Dan Jurafsky and Daniel Martin (2nd Edition)

Spoken language processing: A Guide to Theory, Algorithm and System Development / Xuedong Huang, Alex Acero and Hsiao-Wuen Hon

Speech and Audio Signal Processing: Processing and Perception of Speech and Music / Ben Gold, Nelson Morgan and Dan Ellis

Computational Paralinguistics: Emotion, Affect and Personality in Speech and Language Processing / Björn Schuller and Anton Batliner

 Ressources en bibliothèque
  • Find the references at the Libraryhttps://slsp-epfl.primo.exlibrisgroup.com/discovery/search?query=course_code,contains,%22EE-554%202025-2026%22&tab=41SLSP_EPF_MyInst_and_CI&search_scope=MyInst_and_CI&vid=41SLSP_EPF:prod
 Moodle Link Génie électrique et électronique, 2025-2026, Master semestre 1 Electrical and Electronics Engineering, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Génie électrique et électronique EL Electrical and Electronics Engineering EL
Génie électrique et électronique EL Electrical and Electronics Engineering EL
L optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Génie électrique et électronique, 2025-2026, Master semestre 3 Electrical and Electronics Engineering, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Génie électrique et électronique EL Electrical and Electronics Engineering EL
Génie électrique et électronique EL Electrical and Electronics Engineering EL
L optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Data Science, 2025-2026, Master semestre 1 Data Science, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Data Science, 2025-2026, Master semestre 3 Data Science, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Humanités digitales, 2025-2026, Master semestre 1 Digital Humanities, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Humanités digitales, 2025-2026, Master semestre 3 Digital Humanities, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2025-2026, Master semestre 1 Computer Science - Cybersecurity, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2025-2026, Master semestre 3 Computer Science - Cybersecurity, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Informatique, 2025-2026, Master semestre 1 Computer Science, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Informatique IN Computer Science IN
Informatique IN Computer Science IN
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Informatique, 2025-2026, Master semestre 3 Computer Science, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Informatique IN Computer Science IN
Informatique IN Computer Science IN
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Systèmes de communication - master, 2025-2026, Master semestre 1 Communication Systems - master program, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Systèmes de communication - master, 2025-2026, Master semestre 3 Communication Systems - master program, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
Mineur en Génie électrique et électronique, 2025-2026, Semestre automne Electrical and electronic engineering minor, 2025-2026, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre automne H HIVER Autumn semester H Mineur en Génie électrique et électronique MIN_EL Electrical and electronic engineering minor MIN_EL
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Magimai Doss Mathew 127186
Génie électrique et électronique EL Electrical and Electronics Engineering EL
348760034 Automatic speech processing Automatic speech processing 4
Ecrit Written Crédit Credits 4 Session hiver Session winter HIV HIV
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