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This article discusses the growing field of machine learning and its various subfields, including supervised, unsupervised, and semi-supervised learning. It also highlights the importance of optimization models and methods in designing efficient and accurate ML techniques, particularly non-smooth optimization. The article also mentions a special issue dedicated to optimization-based machine learning and data mining techniques and their applications, with a tribute to Professor Adil Bagirov on his 65th birthday.