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This article discusses the use of Artificial Intelligence (AI) in various fields, particularly in machine learning and deep learning. It focuses on the application of convolutional neural networks and welcomes studies and applications that propose methods based on different architectures of convolutional neural networks. The aim of this Special Issue is to promote the contemporary use of convolutional neural networks for addressing challenging tasks.