Davoud Shariat Panah

Title: Heart health monitoring using machine learning

Supervision Team: Susan McKeever, TU Dublin / Andrew Hines, UCD

Description: The SoundGen project will deliver advanced state-of-the-art techniques for advanced and effective sound generation and mixing. This work is inspired by recent developments in image neural style transfer networks for image mixing. Sounds can be represented as spectrogram images – which have proven effective as representations for sound when used with neural network classifiers. This project proposes to use spectrograms in combination with CNNs that have been trained on a variety of sounds, to discover how specific feature maps of the CNN are associated with aspects of sound – similar as that of image neural style transfer networks.