The school will aim to familiarize participating students with state-of-the-art machine learning tools and frameworks, with a special focus on deep learning, to address challenges in computational mathematics and engineering. The focus will be on the theory and analysis of these methods, their practical implementation, and their effectiveness (and challenges) when used for solving real-world problems. The event will feature talks by leading experts in the field and provide opportunities for students to engage with them, share perspectives, and exchange ideas. Throughout the week, students will work on mentored, small-scale SciML projects and present their findings in a short presentation at the end of the school.