Sparse Linear Systems are Mathematical systems where the Majority of the elements in the matrix are zero, making them Computationally efficient to solve using Specialized algorithms. These systems are prevalent in Scientific Computing and Engineering Applications where Large-scale problems need to be addressed efficiently.