Modeling Non-linear Relationships

In this notebook, we will use basic feature transformations (feature engineering) to model non-linear relationships using linear models.

Toy Data set

To enable easy visualization of the model fitting process we will use a simple synthetic data set.

We can visualize the data in three dimensions: