High-dimensional geometry studies the properties and behaviors of geometric objects in spaces with more than three dimensions, often revealing counterintuitive phenomena not present in lower dimensions. This field is crucial for understanding complex systems in data science, machine learning, and theoretical physics, where high-dimensional spaces frequently occur.