This book constitutes the refereed proceedings of the 8th National Conference on New Trends in Information and Communications Technology Applications, NTICT 2024, held in Baghdad, Iraq, during December 18-19, 2024. The 17 full papers included in this book were carefully reviewed and selected from 54 submissions. They were organized in topical sections as follows: Machine learning and Evolutionary computing.