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COVID-19 detection approaches: (1) extraction of handcrafted acoustic features from the audio waveform, which are then classified by a shallow ML model; (2) usage of a pre-trained deep learning model as features extractor, in series with a shallow model to classify the deep audio embeddings; and (3) fine-tuning of the pre-trained deep model for both features extraction and classification.
