The Deep Learning with High Performance Computing (HPC) course provides a comprehensive introduction to both the fundamental and advanced concepts of Deep Learning, with a special focus on applications in High Performance Computing environments.
Participants will explore neural networks, loss optimization, convolutional and transformer architectures, as well as unsupervised and generative models. Through a combination of lectures and practical sessions, attendees will gain both theoretical understanding and hands-on experience in efficiently training and deploying deep learning models on HPC systems.
The course is intended for students and researchers with prior knowledge of machine learning concepts, programming in any language, and a basic understanding of mathematics (functions, derivatives, linear algebra, and statistics).
The course is organized within the EuroCC project at the University of Donja Gorica, in collaboration with the Center for High Performance Computing and the Artificial Intelligence research team. All classes will be organized at the University of Donja Gorica, starting from 31st October, 2025, from 17:15h, in classroom S33 or S23 (3 floor).
Link for registration: https://forms.gle/dKH5WMc6egcikaF99
