Chapter 1.1, introduction
Chapter 1.2, Machine Learning Technical Overview 
Chapter 1.3, Hands-On Machine Learning with Scikit Learn
Chapter 1.4,  Advanced Topics/flavors of Machine learning
Appendix: mathematical interlude