- 01. Video: Introduction
- 02. Video: Lesson Topics
- 03. Text: Lesson Topics
- 04. Video: Latent Features
- 05. Latent Features
- 06. Video: How to Reduce Features?
- 07. Video: Dimensionality Reduction
- 08. Video: PCA Properties
- 09. Quiz: How Does PCA Work?
- 10. Screencast: PCA
- 11. Notebook: PCA - Your Turn
- 12. Screencast: PCA Solution
- 13. Screencast: Interpret PCA Results
- 14. Notebook: Interpretation
- 15. Screencast: Interpretation Solution
- 16. Text: What Are EigenValues & EigenVectors?
- 17. Video: When to Use PCA?
- 18. Video: Recap
- 19. Notebook: Mini-Project
- 20. Mini-Project Solution
- 21. Video: Outro
- 22. Text: Recap