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This article discusses the impact of machine learning and artificial intelligence on various fields, such as cybersecurity, big data analytics, and the internet of things. It also highlights the limitations of current AI and ML models and the efforts being made to overcome them and achieve next-generation AI. The article also introduces a special issue that aims to showcase recent advances in AI and ML techniques and applications.