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. Basic Mathematics
5. Impossible or Improbable?
6. Advanced Probability
7. Basic Statistics
8. Advanced Statistics
9. Communicating Data
10. How to tell if your toaster is learning -- Machine Learning Essentials
11. Predictions Don
12. Beyond The Essentials
13. Case Studies
14. Microsoft Azure Databricks
15. Building Machine Learning Models with Azure Databricks and Azure ML