Principles of Data Science

Table of Contents

1. How to Sound like a Data Scientist
2. Types of Data
3. The Five Steps of Data Science
4. Mathematics -- The Basics
5. Impossible or Improbable?
6. Advanced Probability
7. What are the Chances?
8. Advanced Statistics
9. Say What? -- Communicating Data
10. How to tell if your toaster is learning -- Machine Learning Essentials
11. Predictions Don
12. Beyond the Essentials
13. Case Studies