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Документ Відкритий доступ Multi-class classification of pulmonary diseases using computer tomography images(КПІ ім. Ігоря Сікорського, 2023) Smilianets, F.; Finogenov, O.This paper examines approaches to classifying pulmonary diseases using neural networks. A modification of an existing neural network architecture for multi-class classification based on CT scans is proposed. The proposed architecture distinguishes between coronavirus pneumonia, non-hospital pneumonia, and healthy lungs. The training procedure of the proposed neural network, final parameters, and classification results are described. Conclusions are drawn regarding the potential applications of the proposed modification.