Move the formulation to a new section, and not a subsection within the introduction (main page). Further, explain the real formulation and not just explain with simple words and a linear system. This is actually misleading.
Finish up the docstrings for all the methods.
Optional: Change the use of the Iris dataset with the Palmer Penguins dataset in the examples.
The proposals are the following: