The Feature Explosion
The two-qubit quantum kernel in the companion notebook does not beat its classical radial basis function baseline on the half-moons data. That result is useful: a feature space does not become valuable merely by being quantum.
The Netflix Prize remains a good parable. Recommendation quality depended on finding representations that exposed useful structure in sparse, noisy data, then comparing them against strong baselines.