How to implement linear regression using Least Mean Square algorithm

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I have a data set and I read it with pandas. I want to predict a specific column of my data using the least mean square algorithm and then apply k-fold validation. I am having trouble finding a way to apply the least mean square...there are no libraries and no examples of implementations. Do you know what I should do ?

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