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awunderground / data-science-for-public-policy2

https://awunderground.github.io/data-science-for-public-policy2/

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Chapters #30

Open awunderground opened 5 months ago

awunderground commented 5 months ago

Basics

[ ] 1. Intro to R (1) (Part 1)
[ ] 2. Intro to tidyverse (1) (Part 1)
[ ] 3. Data visualization with ggplot2 (1) (Part 1)
[ ] 8. Exploratory data analysis (1) (Part 1)

Reproducible Research

[ ] 4. Reproducible research with Quarto (1) (Part 1)
[ ] 5. Advance Quarto (2) (Part 2)
[ ] 6. Reproducible research with Git (1) (Part 1)
[ ] 7. Advanced Git (1) (Part 2)

Programming

[ ] 9. Functions (2) [remove R packages] (Part 2)
[ ] 10. R packages and testing (2) (Part 2)
[ ] 11. APIs (1) (Part 1)
[ ] 12. Web Scraping (2) (Part 2)

UNKNOWN

[ ] 13. Geospatial analysis (1) (Part 1)

Statistics

[ ] 14. Simulation and sampling (2) (Part 2)
[ ] 15. Microsimulation (2) (Part 2)
[ ] 16. Non-parametric stats (2) (Part 2)
[ ] 17. Non-parametric stats 2 (2) (Part 2)
[ ] 18. Data imputation (1) (Part 2)

Supervised Machine Learning

[ ] 19. Supervised--regression (1) + Predictive modeling review (2) (Part 1)
[ ] 20. Supervised--classification (1) (Part 1)
[ ] 21. Regularization (1) + Regularization (2) (Part 1)
[ ] 22. Ensembling (2) (Part 2)

Unsupervised Machine Learning

[ ] 23. Interpretable models (2) (Part 2)
[ ] 24. Dimension reduction (1) (Part 1)
[ ] 25. Cluster analysis (1) (Part 1)
[ ] 26. Mixture modeling (2) (Part 2)
[ ] 27. Text analysis (1) (Part 1)
[ ] 28. Text modeling (1) (Part 1)

awunderground commented 4 months ago

Parallel computation may be a useful topic!