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This Special Issue aims to provide a platform for the publication of original research articles and reviews that focus on the integration of machine learning and signal processing for the development of intelligent systems that can operate in complex and dynamic environments. The contributions will provide valuable insights into the latest research trends, techniques, and applications of machine learning in signal processing, including, but not limited to: feature extraction, classification, and prediction. Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere.