How to handle an ill-conditioned matrix?

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soikez
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Hello everybody,
I would like to know if there are any techniques to handle ill-conditioned or/and singular matrices.

Thanks in advance!
 
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To name just two, singular value decomposition and Moore-Penrose generalized inverse.