- 01. Video: Introduction
- 02. Text: Course Outline
- 03. Video: Two Types of Unsupervised Learning
- 04. Video: K-Means Use Cases
- 05. Video: K-Means
- 06. Quiz: Identifying Clusters
- 07. Video: Changing K
- 08. Video: Elbow Method
- 09. Screencast: K-Means in Scikit Learn
- 10. Notebook: Your Turn
- 11. Screencast: Solution
- 12. Video: How Does K-Means Work?
- 13. Screencast + Text: How Does K-Means Work?
- 14. How Does K-Means Work?
- 15. Video: Is that the Optimal Solution?
- 16. Video: Feature Scaling
- 17. Video: Feature Scaling Example
- 18. Notebook: Feature Scaling Example
- 19. Notebook: Feature Scaling
- 20. Screencast: Solution
- 21. Video: Outro
- 22. Text: Recap