In repeated trials of executing the code, why might the Mean Square Error (MSE) for Linear Regression sometimes be lower when employing gradient descent as opposed to the analytical solution?

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In repeated trials of executing the code, why might the Mean Square Error (MSE) for Linear Regression sometimes be lower when employing gradient descent as opposed to the analytical solution?

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