This article announces a special issue in the International Journal of Environmental Research and Public Health focused on the latest trends and applications of artificial neural networks. The issue aims to bring together experts in the field to share their findings and discuss innovative methodologies and cutting-edge technologies. Topics of interest include medical imaging, computer vision, speech signal processing, and robotics. Submissions are currently being accepted for review.