In a notable scientific achievement, the Benghazi College of Electrical and Electronic Technology has garnered prestigious academic recognition at the national level. The research paper presented by Professor Walid Abdalla Ramdhan Abdalla, a faculty member of the college, secured first place for the best scientific papers at the First Libyan Conference on Technology and Innovation 2024. The paper, titled "Brain Tumor Classification Using EfficientNetB1: A Deep Learning Approach," utilized the advanced pre-trained convolutional network EfficientNet-B1 to achieve high accuracy in brain tumor classification. This ensures accurate brain tumor diagnosis, early disease detection, and a reduction in mortality rates. This recognition reflects the academic and research excellence of the college and enhances its status as a leading scientific beacon in the fields of technology and innovation.