How to stabilize a matrix with a high condition number?

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If my 2-norm condition number is large then my matrix is ill-conditioned. I'm able to determine if my matrix is ill-conditioned using the condition number, however once I know that this is the case, how can I combat it?

Are there any methods I can use to stabilize the matrix so that it is no longer ill-conditioned?