Training a Simple Scikit-Learn Model

Note that both models are called with the same API.

from sklearn.neighbors import KNeighborsRegressor
from sklearn.linear_model import LinearRegression

from sklearn.datasets import load_boston
X, y = load_boston(return_X_y=True)

mod = LinearRegression()
mod.fit(X, y)
mod.predict(X)

mod = KNeighborsRegressor()
mod.fit(X, y)
mod.predict(X)