There is a very nice post here that gives a neat solution to the problem of finding the ridge parameter when the degrees of freedom are known:

How to calculate regularization parameter in ridge regression given degrees of freedom and input matrix?

My question is how can you know what the degrees of freedom are before knowing the ridge parameter value is? ( I have added a comment to the other thread but its quite old so thought it best to create a new topic).

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