Research Aim: This research analyzes the role of Artificial Intelligence (AI) in environmental engineering management. It will assess the present Machine Learning (ML) and Deep Learning models for environmental management. It will compare and contrast these models to identify maximum efficiency and efficacy models. Moreover, it will show various administrations use these models across the globe to solve multiple environmental problems that come under the umbrella of environmental engineering. Lastly, it will recommend the best models to solve maximum ecological issues in the least developed and developing countries.