Preconditioned conjugate gradient method

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The conjugate gradient method is a numerical algorithm that solves a system of linear equations

If the matrix 'A' is ill-conditioned, i.e. it has a large condition number , it is often useful to use a preconditioning matrix that is chosen such that and solve the system

instead.