LSTM Regression Python

Today I use the function below to generate linear regression and spread graph.

def linear(X_independent, Y_dependent):
reg = LinearRegression().fit(X_independent, Y_dependent)
beta = reg.coef_
alpha = reg.intercept_
acuracia = reg.score(X_independent, Y_dependent)
y_predict = reg.predict(X_independent)
y_estimado = ((beta * X_independent) + alpha)
spread = Y_dependent - y_estimado
return spread, beta, alpha, acuracia

I would like to create the linear regression and residual plot using LSTM Regression.