The College of Technical Engineering hosted a scientific seminar on “ Convolutional Neural Networks in Deep Learning” , on Monday 11/3/2024, to explore the latest technologies and applications to the artificial intelligence. The seminar was presented by Asst. Lectur. Tabarak Mohammed Abdul Hassan and provided a comprehensive overview of the uses and significance of convolutional neural networks in various scientific and medical fields. There was a focus on how computers learn to process data in a way that mimics the human brain and employs these modern methods in image analysis and descriptive tasks. It highlights the promising benefits of this technology, the seminar recommended increasing the use of convolutional neural networks in medical and scientific fields, emphasizing their importance in offering innovative and effective solutions to contemporary challenges.