Python Machine Learning By Example - Second Edition

Exercises

• In the logistic regression-based click-through prediction project, can you also tweak hyperparameters such as penalty, eta0, and alpha in the SGDClassifier model? What is the highest testing AUC you are able to achieve?
• Can you try to use more training samples, for instance, 10 million samples, in the online learning solution?