People Innovation Excellence

SPEECH RECOGNITION (2/2 CREDITS)

Learning Outcomes:

On successful completion of this course, students will be able to: explain the fundamental of speech recognition; execute proper speech recognition experiments workflow; analyze the strengths and weaknesses of a system that utilizes speech technology; construct speech recognition system to solve real problems.

Topics:

  1. Intro to Speech Recognition;
  2. Phonetics;
  3. Dialog System Overview;
  4. Dialog System Design;
  5. End to End dialog apporaches;
  6. Automatic Speech Recognition;
  7. Acoustic Modelling;
  8. Neural Net Speech Recognition;
  9. State of The Art Automatic Speech Recognition;
  10. Fondation Model and SpeechBrain Training;
  11. Text to Speech;
  12. Text to Speech Improvement;
  13. Project;
  14. Introduction to Python;
  15. Introduction to Audio and Audio Library;
  16. MFCC;
  17. HMM-GMM;
  18. Wav2Vec;
  19. Quiz 1;
  20. Speech to Text;
  21. Text to Speech;
  22. Speech Recognition using CNN;
  23. Speaker recognition using CNN;
  24. Review;
  25. FInal Exam.

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