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Final project for "Deep Learning for Acoustic Signal Processing"

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audioengineer

Final project for "Deep Learning for Acoustic Signal Processing".

This is a C++ application capable of training neural networks able to recognize sustained vowels.

The signal is acquired through the microphone and the user can:

  • Stream the audio and see the waveform and spectrum in real time
  • Record a short clip and analyze its waveform and spectrogram
  • Record samples to be used for training the neural network
  • Use the neural network to recognize vowels

The application includes:

  • A custom GUI module based on OpenGL
  • FFT and IFFT utilities
  • An event system
  • A neural network training algorithm based on gradient descent and genetic algorithms

Videos showing the program

https://youtu.be/bUhhFBfRzwY

https://youtu.be/AXXnOB5ECW8

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Final project for "Deep Learning for Acoustic Signal Processing"

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