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Machine Learning and End-to-End Deep Learning for the Detection of Chronic Heart Failure From Heart Sounds
The proposed method shows promising results both for the distinction of recordings between healthy subjects and patients and for the detection of different CHF phases, which may lead to the easier identification of new CHF patients and the development of home-based CHF monitors for avoiding hospitalizations.
JSI Sound - a Machine-Learning Tool in Orange for Simple Biosound Classification
JSI Sound, one of the first open-access tools in existing ML toolkits for general sound ML tasks, developed within the Orange data mining software is presented.
Platform for audio clips classification
This diploma thesis describes audio clip analysis and classification system that was designed and developed as an add-on for Orange software that enables the user a rapid creation of sophisticated analyses of audio clips.