├── Notebooks ├── ANB │ ├── ANB_401k_AIPW_DML.Rmd │ ├── ANB_401k_Double_selection_and_partially_linear_DML.Rmd │ ├── ANB_401k_GATE.Rmd │ ├── ANB_401k_Generic_DML.Rmd │ ├── ANB_401k_Lasso.Rmd │ ├── ANB_401k_OLS_Frisch_Waugh.Rmd │ ├── ANB_401k_Policy_learning.Rmd │ ├── ANB_401k_Predicting_effects.Rmd │ └── ANB_401k_Tree_based.Rmd ├── CI │ ├── CI_MC_DAG_SWIG.Rmd │ └── CI_RCT_DAG_SWIG.Rmd └── SNB │ ├── SNB_AIPW_DML.Rmd │ ├── SNB_Bandits.Rmd │ ├── SNB_Causal_tree_forest.Rmd │ ├── SNB_Conditional_Independence.Rmd │ ├── SNB_Convergence_rates.Rmd │ ├── SNB_Convergence_rates.nb.html │ ├── SNB_Double_selection.Rmd │ ├── SNB_GATE.Rmd │ ├── SNB_Influence_Function_OLS.Rmd │ ├── SNB_Lasso_saves_OLS.Rmd │ ├── SNB_Meta_learner.Rmd │ ├── SNB_Naive_model_selection.Rmd │ ├── SNB_OLS_in_vs_out_of_sample.Rmd │ ├── SNB_Partially_linear.Rmd │ ├── SNB_Policy_learning.Rmd │ └── SNB_Tree_based.Rmd ├── README.md └── Slides ├── CML0_Welcome.pdf ├── CML10_Bandits.pdf ├── CML1_metrics.pdf ├── CML2_SML.pdf ├── CML3_CI.pdf ├── CML4_DS_PLR.pdf ├── CML5_AIPW.pdf ├── CML6_DML.pdf ├── CML7_HTE.pdf ├── CML8_HTE2.pdf └── CML9_PL.pdf /Notebooks/ANB/ANB_401k_AIPW_DML.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_AIPW_DML.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Double_selection_and_partially_linear_DML.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Double_selection_and_partially_linear_DML.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_GATE.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_GATE.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Generic_DML.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Generic_DML.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Lasso.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Lasso.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_OLS_Frisch_Waugh.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_OLS_Frisch_Waugh.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Policy_learning.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Policy_learning.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Predicting_effects.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Predicting_effects.Rmd -------------------------------------------------------------------------------- /Notebooks/ANB/ANB_401k_Tree_based.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/ANB/ANB_401k_Tree_based.Rmd -------------------------------------------------------------------------------- /Notebooks/CI/CI_MC_DAG_SWIG.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/CI/CI_MC_DAG_SWIG.Rmd -------------------------------------------------------------------------------- /Notebooks/CI/CI_RCT_DAG_SWIG.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/CI/CI_RCT_DAG_SWIG.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_AIPW_DML.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_AIPW_DML.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Bandits.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Bandits.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Causal_tree_forest.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Causal_tree_forest.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Conditional_Independence.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Conditional_Independence.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Convergence_rates.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Convergence_rates.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Convergence_rates.nb.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Convergence_rates.nb.html -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Double_selection.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Double_selection.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_GATE.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_GATE.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Influence_Function_OLS.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Influence_Function_OLS.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Lasso_saves_OLS.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Lasso_saves_OLS.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Meta_learner.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Meta_learner.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Naive_model_selection.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Naive_model_selection.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_OLS_in_vs_out_of_sample.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_OLS_in_vs_out_of_sample.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Partially_linear.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Partially_linear.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Policy_learning.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Policy_learning.Rmd -------------------------------------------------------------------------------- /Notebooks/SNB/SNB_Tree_based.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Notebooks/SNB/SNB_Tree_based.Rmd -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/README.md -------------------------------------------------------------------------------- /Slides/CML0_Welcome.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML0_Welcome.pdf -------------------------------------------------------------------------------- /Slides/CML10_Bandits.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML10_Bandits.pdf -------------------------------------------------------------------------------- /Slides/CML1_metrics.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML1_metrics.pdf -------------------------------------------------------------------------------- /Slides/CML2_SML.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML2_SML.pdf -------------------------------------------------------------------------------- /Slides/CML3_CI.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML3_CI.pdf -------------------------------------------------------------------------------- /Slides/CML4_DS_PLR.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML4_DS_PLR.pdf -------------------------------------------------------------------------------- /Slides/CML5_AIPW.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML5_AIPW.pdf -------------------------------------------------------------------------------- /Slides/CML6_DML.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML6_DML.pdf -------------------------------------------------------------------------------- /Slides/CML7_HTE.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML7_HTE.pdf -------------------------------------------------------------------------------- /Slides/CML8_HTE2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML8_HTE2.pdf -------------------------------------------------------------------------------- /Slides/CML9_PL.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MCKnaus/causalML-teaching/HEAD/Slides/CML9_PL.pdf --------------------------------------------------------------------------------