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Exercise 1: Effects of an ill-conditioned matrix.     continued...

So what can we do now? The solution is so terrible because it does not depend continuously on the data, so small errors in the input can lead to large changes in the output. Methods which try to restore the solution back onto the data are called regularization methods [16,17,18].