The internship aims to investigate the charge and magnetic instabilities in the layered nickelate superconductors. Since the search space for charge and magnetic ordering in these materials is very large, it is difficult to explore them using density functional theory calculations. So we will train magnetic machine learning potentials to study the charge and magnetic density waves in these systems. This project will involve learning about density functional theory calculations, machine learning potentials, and the physics of charge and magnetic instabilities.