A panel of international experts on Artificial Intelligence (AI) techniques applied to Environmental Sciences, including government, academic and private sector, will discuss the role of AI on current applications, and will provide their perspectives on the challenges and potential applications of novel AI methods. The panel will discuss regression and classification-based approaches, as well as examples of supervised and unsupervised learning problems. Specific examples, best practices and lessons learned will be highlighted. Outcomes from the session will be used to provide a framework to facilitate the integration of Artificial Intelligence and Environmental Science research initiatives.