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This project focuses on implementing and assessing multiple techniques to classify heart signals (Phonocardiogram and Electrocardiogram). Two main routes that have been explored are the signal processing route and the image processing route. To carry out the experiments, the PhysioNet/CinC-2016 dataset and PhysioNet/CinC-2017 dataset are used.