I want to compute AIC for linear models to compare their complexity. I did it as follows:
regr = linear_model.LinearRegression()
regr.fit(X, y)
aic_intercept_slope = aic(y, regr.coef_[0] * X.as_matrix() + regr.intercept_, k=1)
def aic(y, y_pred, k):
resid = y - y_pred.ravel()
sse = sum(resid ** 2)
AIC = 2*k - 2*np.log(sse)
return AIC
But I receive a divide by zero encountered in log error.