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This article discusses the important roles of signal processing and machine learning in various fields of physics, and how these technologies have revolutionized artificial vision systems. It also highlights the recent advancements in signal processing and machine learning techniques and their applications in physics, including particle physics, quantum computing, astrophysics, and more. The article showcases case studies and examples of how these technologies have contributed to solving real-world problems in these fields.