[mifix]

It actually explains what alpha is. The line above its first occurrence it says: "In the case of polynomials". So alpha are the coefficients of the polynomial.

[achompas]

Rhetorical question: what's so special about the polynomial coefficients when fitting a model?

This isn't addressed in an article about regularization, yet it's a key point.