AI-Based Solutions for EngineeringArtificial intelligence (AI) and machine learning (ML) are rapidly transforming how complex engineering and environmental challenges are addressed across disciplines. These technologies offer advanced, adaptive, and efficient solutions for nonlinear problems in civil, mechanical, electrical, and environmental engineering, enabling more accurate modeling, prediction, and optimization. The integration of these approaches reflects a growing