In this book we determine the Eigen values and Eigen vectors of a square matrix by a new approach.This considers all the roots with their multiplicities are knownusing only the simple matrix multiplication of a vector. This process doesn't even require matrix inversion. This technique will be useful in many Pattern recognition AI Machine learning Bioinformatics problems which will need computationally efficient techniques.