Is there a reference data set for ridge regression?

Question

In order to test an algorithm, I am looking for a reference data set for ridge regression in research papers. Kind of like the equivalent of MNIST but for regression.

Answer 1

Try using the Boston house data set.

import pandas as pd
from sklearn.datasets import load_boston

boston = load_boston()
boston_df = pd.DataFrame(boston.data, columns = boston.feature_names)
boston_df.insert(0, 'Price', boston.target)

Then you can use Ridge Regression to predict the housing prices from the other features in the data set.

Source: https://towardsdatascience.com/ridge-and-lasso-regression-a-complete-guide-with-python-scikit-learn-e20e34bcbf0b