Matrix Factorization for Recommendations
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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
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15. Notebook: Implementing FunkSVD
Code
If you need a code on the
https://github.com/udacity
.
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