Any transportation object delays often create exasperation in the transportation industry when not properly mobilized. The increasing development of artificial intelligence models has provoked researchers and scientists to harness modern research problems. This chapter focuses on berth scheduling for vessel arrival prediction, the dynamics of disruptions in air transportation, flight delay predictions, ranking systems based on analytic hierarchical processes, healthcare heart disease prediction and the chemical engineering process of painting pigments. It covers our future needs through CAMS.