A Coordinate List is a data structure used to represent sparse matrices efficiently by storing only the non-zero elements along with their row and column indices. This method significantly reduces memory usage and computational overhead for matrices that are mostly filled with zeros, making it ideal for applications in scientific computing and machine learning.