For this example we will continue with the iris dataset, but will use two classes that are harder to tell apart, the Versicolour and Virginica iris species.
In this section we will focus on the following:
- Setting up a scikit-learn pipeline: A chain of transformations with a predictive model at the end
- A grid search: A performance scan of several versions of SVMs with varying parameters