Don't the fitting coefficients change with varying lambda? Ridge regression varies the fitted coefficients with varying lambda, and lasso can zero out coefficie

Don't the fitting coefficients change with varying lambda? Ridge regression varies the fitted coefficients with varying lambda, and lasso can zero out coefficients which don't correlate with the response.