Mataram University of Technology (UTM) still relies on a manual attendance process. such as signing paper-based attendance lists. which are prone to fraud and difficult to manage on a large scale. This study develops a face recognition-based attendance system using Convolutional Neural Network (CNN). https://balboasurfandsstylers.shop/product-category/cowry-shells/