This Special Issue in the International Journal of Environmental Research and Public Health focuses on the applications of Machine Learning and Artificial Intelligence in industrial systems to improve operational efficiency, safety, and productivity. The issue welcomes submissions from researchers and industry practitioners exploring the integration and potential developments of these technologies in industrial settings.