20 lines
781 B
Python
20 lines
781 B
Python
|
from dataset import generate_dataset, split_dataset
|
||
|
|
from models import launch_linear_regression, launch_perceptron, launch_ridge_poly_regression
|
||
|
|
from plots import show_plot
|
||
|
|
|
||
|
|
x, y = generate_dataset()
|
||
|
|
|
||
|
|
x_train, x_test, y_train, y_test = split_dataset(x, y)
|
||
|
|
|
||
|
|
my_linear_model, linear_model_score = launch_linear_regression(
|
||
|
|
x_train, x_test, y_train, y_test)
|
||
|
|
my_perceptron_model, perceptron_model_score = launch_perceptron(
|
||
|
|
x_train, x_test, y_train, y_test)
|
||
|
|
my_polynomial_model, polynomial_model_score = launch_ridge_poly_regression(
|
||
|
|
x_train, x_test, y_train, y_test)
|
||
|
|
|
||
|
|
show_plot(x, x_train, x_test, y_train, y_test,
|
||
|
|
my_linear_model, linear_model_score,
|
||
|
|
my_perceptron_model, perceptron_model_score,
|
||
|
|
my_polynomial_model, polynomial_model_score)
|