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This review provides a comprehensive synthesis of current AI methodologies, their applications in materials science, and the challenges that remain to provide researchers, practitioners, and policymakers with a roadmap for leveraging AI to design advanced materials that address pressing societal needs in energy, healthcare, and sustainability.