├── .gitignore ├── DSE_published_tutorials.Rproj ├── projects └── life_expectancy_project │ ├── codes │ ├── make_graphs.R │ ├── one_code_to_rule_them_all.sh │ └── scrape_wiki_table.py │ └── text │ ├── Report.pdf │ └── Report.tex ├── simulations └── simulation_prediction_vs_estimation.R ├── tutorial_grf ├── tutorial_grf.Rmd ├── tutorial_grf.html └── tutorial_grf_files │ └── figure-html │ ├── distr_priors-1.png │ └── plotagain-1.png ├── tutorial_postselection ├── clean_code.R ├── data │ └── simulated_data.csv ├── images │ ├── causal_graph.png │ ├── plot1000a.png │ ├── plot100a.png │ ├── plot100withDML.png │ ├── table100.png │ ├── table1000.png │ └── table100withDML.png ├── tutorial_postselection.Rmd └── tutorial_postselection_files │ └── figure-html │ ├── plot_trueols-1.png │ ├── simulate_naiveLasso_many_times-1.png │ └── visualize-mean-1.png ├── tutorial_ridge_lasso ├── images │ └── gorilla.jpg ├── tutorial_ridge_lasso.Rmd ├── tutorial_ridge_lasso.html └── tutorial_ridge_lasso_files │ └── figure-html │ └── inspect-missing-data-1.png ├── tutorial_trees ├── data │ ├── compas_sample.csv │ ├── compas_sample1000matrix.csv │ ├── compas_sample500.csv │ └── compas_sample500matrix.csv ├── tutorial_trees.Rmd └── tutorial_trees.html ├── tutorial_zoom ├── car_crash_tutorial.R └── data │ ├── fars2018 │ ├── Person.CSV │ └── accident.CSV │ └── maps │ ├── ch_map.rds │ ├── tracts_demography.rds │ └── tracts_sf.rds └── video_lecture_slides_wm ├── 1. Prediction vs inference.pdf ├── 2. The prediction routine + Bias-Variance trade-off.pdf ├── 3. Test vs CV mse.pdf ├── 4. Decision trees + pruning.pdf ├── 5. Classification trees.pdf ├── 6. Bagging, RF, and Boosting.pdf ├── 7. Double selection + Why naive ML fails.pdf ├── 8. Double Machine Learning.pdf └── 9. 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