- 01. Video: Intro
- 02. Text: What's Ahead
- 03. Video: How Do We Know Our Recommendations Are Good?
- 04. Text: Validating Your Recommendations
- 05. Quiz: Regression Metrics
- 06. Video: Why SVD?
- 07. Video: Latent Factors
- 08. Quiz: Latent Factors
- 09. Video: Singular Value Decomposition
- 10. Notebook: SVD Practice
- 11. Screencast: SVD Practice Solution
- 12. Video: SVD Practice Takeaways
- 13. Text: SVD Closed Form Solution
- 14. Video: FunkSVD
- 15. Notebook: Implementing FunkSVD
- 16. Screencast: Implementing FunkSVD
- 17. Video: FunkSVD Review
- 18. Notebook: How Are We Doing?
- 19. Screencast: How Are We Doing?
- 20. Video: The Cold Start Problem
- 21. Notebook: The Cold Start Problem
- 22. Screencast: The Cold Start Problem
- 23. Video: Putting It All Together
- 24. Screencast: Code Walkthrough
- 25. Workspace: Recommender Module
- 26. Video: Conclusion
- 27. Text: Review