├── .gitignore ├── CONTENT_LICENSE ├── README.md ├── SOFTWARE_LICENSE ├── _config.yml ├── additional_materials ├── am1.md ├── am2.md ├── am3.md ├── am4.md ├── am5.md ├── am6.md ├── am7.md ├── ebm_requirements.txt ├── lecture_1_ebm_example.ipynb ├── py3.6_local_install.md ├── requirements.txt └── tests │ ├── 200_ANNs_acc_air.ipynb │ ├── data │ ├── test_simulated_transformed.csv │ └── train_simulated_transformed.csv │ ├── scenario_friedman_mlp.py │ └── scenario_friedman_siam_gbm.py ├── assignments ├── .gitignore ├── assignment_1 │ ├── .gitignore │ ├── assign_1_template.ipynb │ ├── group6_PiML_example.ipynb │ ├── ph_glm.csv │ └── piml_requirements.txt ├── assignment_2 │ ├── .gitignore │ └── assign_2_template.ipynb ├── assignment_3 │ └── assign_3_template.ipynb ├── assignment_4 │ └── assign_4_template.ipynb ├── assignment_5 │ └── assign_5_template.ipynb ├── data │ ├── .gitignore │ ├── hmda_test_preprocessed.zip │ └── hmda_train_preprocessed.zip ├── eval.ipynb ├── model_eval_2025_03_27_14_06_12.csv ├── model_eval_2025_04_14_10_28_13.csv ├── requirements.txt └── tex │ ├── assignment_1.pdf │ ├── assignment_1.tex │ ├── assignment_2.pdf │ ├── assignment_2.tex │ ├── assignment_3.pdf │ ├── assignment_3.tex │ ├── assignment_4.pdf │ ├── assignment_4.tex │ ├── assignment_5.pdf │ ├── assignment_5.tex │ ├── assignment_6.pdf │ └── assignment_6.tex ├── default_of_credit_card_clients.xls ├── img ├── Attack_Cheat_Sheet.png ├── Audit_SC.png ├── GPT_Adv_Prmpt3_crop.jpg ├── L1L2_penalty_diagram.png ├── NIST_RMF_img1.png ├── Superv_ML.png ├── adversarial.png ├── ae.png ├── ai_incidents.png ├── air1.png ├── air2.png ├── apply_benchmark.png ├── asthama_pneumonia.png ├── attn.png ├── backdoor.png ├── bench.png ├── benchmark.png ├── bias_incidents.png ├── bias_metrics.png ├── buzzer.png ├── calibrate.png ├── cause.png ├── cs_stat.png ├── cv_ranking.png ├── de.png ├── defcon.jpg ├── deploy.png ├── di.png ├── dt.png ├── dt_surrogate.png ├── dt_surrogate2.png ├── dt_surrogate2_pdp_ice.png ├── dt_surrogate2_pdp_ice2.png ├── ebm.png ├── eda.png ├── embed.png ├── engage.png ├── exp.png ├── fair.png ├── fe.png ├── fi_shortfall.png ├── figure_3-eps-converted-to.png ├── figure_4.png ├── global_high_low.png ├── global_pred_loss.png ├── global_shap.png ├── gpt2.png ├── gwu_logo.png ├── ha.png ├── hr.png ├── im.png ├── impersonation.png ├── inversion.png ├── iter.png ├── kill.png ├── lecture_1.png ├── lecture_2.png ├── lecture_3.png ├── lecture_5.png ├── local.png ├── ma.png ├── md.png ├── membership_inference.png ├── ml.png ├── mort_mgbm_glob_pdp_ice.png ├── net_graph.png ├── pastincidents.jpg ├── pd.png ├── pdp_ice.png ├── poisoning.png ├── pr_auc.png ├── pre.png ├── ra.png ├── rag.png ├── resid.png ├── risk.png ├── rml_diagram_lec1_hilite.png ├── rml_diagram_lec2_hilite.png ├── rml_diagram_lec3_hilite.png ├── rml_diagram_lec4_hilite.png ├── rml_diagram_no_hilite.png ├── rnn.png ├── robust.png ├── sa_max_prob.png ├── sa_max_prob_demo.png ├── security.png ├── shap.png ├── shap_blue.png ├── surrogate_dt_1.png ├── trans.png ├── trust_understanding.png ├── uncertainty.jpg ├── under_spec.png └── zde.png ├── lecture_1.ipynb ├── lecture_2.ipynb ├── lecture_3.ipynb ├── lecture_4.ipynb ├── lecture_5.ipynb ├── rmltk ├── __init__.py ├── debug.py ├── evaluate.py ├── explain.py ├── model.py └── preprocess.py └── tex ├── lecture_1.bib ├── lecture_1.pdf ├── lecture_1.tex ├── lecture_2.bib ├── lecture_2.pdf ├── lecture_2.tex ├── lecture_3.bib ├── lecture_3.pdf ├── lecture_3.tex ├── lecture_4.bib ├── lecture_4.pdf ├── lecture_4.tex ├── lecture_5.bib ├── lecture_5.pdf ├── lecture_5.tex ├── lecture_6.bib ├── lecture_6.pdf ├── lecture_6.tex ├── lecture_7.bib ├── lecture_7.pdf └── lecture_7.tex /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/.gitignore -------------------------------------------------------------------------------- /CONTENT_LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/CONTENT_LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/README.md -------------------------------------------------------------------------------- /SOFTWARE_LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/SOFTWARE_LICENSE -------------------------------------------------------------------------------- /_config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/_config.yml -------------------------------------------------------------------------------- /additional_materials/am1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am1.md -------------------------------------------------------------------------------- /additional_materials/am2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am2.md -------------------------------------------------------------------------------- /additional_materials/am3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am3.md -------------------------------------------------------------------------------- /additional_materials/am4.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am4.md -------------------------------------------------------------------------------- /additional_materials/am5.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am5.md -------------------------------------------------------------------------------- /additional_materials/am6.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am6.md -------------------------------------------------------------------------------- /additional_materials/am7.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/am7.md -------------------------------------------------------------------------------- /additional_materials/ebm_requirements.txt: -------------------------------------------------------------------------------- 1 | interpret 2 | jupyter 3 | numpy 4 | pandas 5 | sklearn 6 | xlrd 7 | -------------------------------------------------------------------------------- /additional_materials/lecture_1_ebm_example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/lecture_1_ebm_example.ipynb -------------------------------------------------------------------------------- /additional_materials/py3.6_local_install.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/py3.6_local_install.md -------------------------------------------------------------------------------- /additional_materials/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/requirements.txt -------------------------------------------------------------------------------- /additional_materials/tests/200_ANNs_acc_air.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/tests/200_ANNs_acc_air.ipynb -------------------------------------------------------------------------------- /additional_materials/tests/data/test_simulated_transformed.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/tests/data/test_simulated_transformed.csv -------------------------------------------------------------------------------- /additional_materials/tests/data/train_simulated_transformed.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/tests/data/train_simulated_transformed.csv -------------------------------------------------------------------------------- /additional_materials/tests/scenario_friedman_mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/tests/scenario_friedman_mlp.py -------------------------------------------------------------------------------- /additional_materials/tests/scenario_friedman_siam_gbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/additional_materials/tests/scenario_friedman_siam_gbm.py -------------------------------------------------------------------------------- /assignments/.gitignore: -------------------------------------------------------------------------------- 1 | assign_env 2 | .ipynb_checkpoints 3 | -------------------------------------------------------------------------------- /assignments/assignment_1/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_1/.gitignore -------------------------------------------------------------------------------- /assignments/assignment_1/assign_1_template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_1/assign_1_template.ipynb -------------------------------------------------------------------------------- /assignments/assignment_1/group6_PiML_example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_1/group6_PiML_example.ipynb -------------------------------------------------------------------------------- /assignments/assignment_1/ph_glm.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_1/ph_glm.csv -------------------------------------------------------------------------------- /assignments/assignment_1/piml_requirements.txt: -------------------------------------------------------------------------------- 1 | jupyter 2 | PiML 3 | pandas 4 | -------------------------------------------------------------------------------- /assignments/assignment_2/.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | -------------------------------------------------------------------------------- /assignments/assignment_2/assign_2_template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_2/assign_2_template.ipynb -------------------------------------------------------------------------------- /assignments/assignment_3/assign_3_template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_3/assign_3_template.ipynb -------------------------------------------------------------------------------- /assignments/assignment_4/assign_4_template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_4/assign_4_template.ipynb -------------------------------------------------------------------------------- /assignments/assignment_5/assign_5_template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/assignment_5/assign_5_template.ipynb -------------------------------------------------------------------------------- /assignments/data/.gitignore: -------------------------------------------------------------------------------- 1 | *.csv 2 | 2021_scores.zip 3 | -------------------------------------------------------------------------------- /assignments/data/hmda_test_preprocessed.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/data/hmda_test_preprocessed.zip -------------------------------------------------------------------------------- /assignments/data/hmda_train_preprocessed.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/data/hmda_train_preprocessed.zip -------------------------------------------------------------------------------- /assignments/eval.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/eval.ipynb -------------------------------------------------------------------------------- /assignments/model_eval_2025_03_27_14_06_12.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/model_eval_2025_03_27_14_06_12.csv -------------------------------------------------------------------------------- /assignments/model_eval_2025_04_14_10_28_13.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/model_eval_2025_04_14_10_28_13.csv -------------------------------------------------------------------------------- /assignments/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/requirements.txt -------------------------------------------------------------------------------- /assignments/tex/assignment_1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_1.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_1.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_1.tex -------------------------------------------------------------------------------- /assignments/tex/assignment_2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_2.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_2.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_2.tex -------------------------------------------------------------------------------- /assignments/tex/assignment_3.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_3.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_3.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_3.tex -------------------------------------------------------------------------------- /assignments/tex/assignment_4.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_4.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_4.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_4.tex -------------------------------------------------------------------------------- /assignments/tex/assignment_5.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_5.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_5.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_5.tex -------------------------------------------------------------------------------- /assignments/tex/assignment_6.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_6.pdf -------------------------------------------------------------------------------- /assignments/tex/assignment_6.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/assignments/tex/assignment_6.tex -------------------------------------------------------------------------------- /default_of_credit_card_clients.xls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/default_of_credit_card_clients.xls -------------------------------------------------------------------------------- /img/Attack_Cheat_Sheet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/Attack_Cheat_Sheet.png -------------------------------------------------------------------------------- /img/Audit_SC.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/Audit_SC.png -------------------------------------------------------------------------------- /img/GPT_Adv_Prmpt3_crop.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/GPT_Adv_Prmpt3_crop.jpg -------------------------------------------------------------------------------- /img/L1L2_penalty_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/L1L2_penalty_diagram.png -------------------------------------------------------------------------------- /img/NIST_RMF_img1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/NIST_RMF_img1.png -------------------------------------------------------------------------------- /img/Superv_ML.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/Superv_ML.png -------------------------------------------------------------------------------- /img/adversarial.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/adversarial.png -------------------------------------------------------------------------------- /img/ae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ae.png -------------------------------------------------------------------------------- /img/ai_incidents.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ai_incidents.png -------------------------------------------------------------------------------- /img/air1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/air1.png -------------------------------------------------------------------------------- /img/air2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/air2.png -------------------------------------------------------------------------------- /img/apply_benchmark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/apply_benchmark.png -------------------------------------------------------------------------------- /img/asthama_pneumonia.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/asthama_pneumonia.png -------------------------------------------------------------------------------- /img/attn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/attn.png -------------------------------------------------------------------------------- /img/backdoor.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/backdoor.png -------------------------------------------------------------------------------- /img/bench.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/bench.png -------------------------------------------------------------------------------- /img/benchmark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/benchmark.png -------------------------------------------------------------------------------- /img/bias_incidents.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/bias_incidents.png -------------------------------------------------------------------------------- /img/bias_metrics.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/bias_metrics.png -------------------------------------------------------------------------------- /img/buzzer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/buzzer.png -------------------------------------------------------------------------------- /img/calibrate.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/calibrate.png -------------------------------------------------------------------------------- /img/cause.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/cause.png -------------------------------------------------------------------------------- /img/cs_stat.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/cs_stat.png -------------------------------------------------------------------------------- /img/cv_ranking.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/cv_ranking.png -------------------------------------------------------------------------------- /img/de.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/de.png -------------------------------------------------------------------------------- /img/defcon.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/defcon.jpg -------------------------------------------------------------------------------- /img/deploy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/deploy.png -------------------------------------------------------------------------------- /img/di.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/di.png -------------------------------------------------------------------------------- /img/dt.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/dt.png -------------------------------------------------------------------------------- /img/dt_surrogate.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/dt_surrogate.png -------------------------------------------------------------------------------- /img/dt_surrogate2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/dt_surrogate2.png -------------------------------------------------------------------------------- /img/dt_surrogate2_pdp_ice.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/dt_surrogate2_pdp_ice.png -------------------------------------------------------------------------------- /img/dt_surrogate2_pdp_ice2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/dt_surrogate2_pdp_ice2.png -------------------------------------------------------------------------------- /img/ebm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ebm.png -------------------------------------------------------------------------------- /img/eda.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/eda.png -------------------------------------------------------------------------------- /img/embed.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/embed.png -------------------------------------------------------------------------------- /img/engage.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/engage.png -------------------------------------------------------------------------------- /img/exp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/exp.png -------------------------------------------------------------------------------- /img/fair.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/fair.png -------------------------------------------------------------------------------- /img/fe.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/fe.png -------------------------------------------------------------------------------- /img/fi_shortfall.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/fi_shortfall.png -------------------------------------------------------------------------------- /img/figure_3-eps-converted-to.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/figure_3-eps-converted-to.png -------------------------------------------------------------------------------- /img/figure_4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/figure_4.png -------------------------------------------------------------------------------- /img/global_high_low.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/global_high_low.png -------------------------------------------------------------------------------- /img/global_pred_loss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/global_pred_loss.png -------------------------------------------------------------------------------- /img/global_shap.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/global_shap.png -------------------------------------------------------------------------------- /img/gpt2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/gpt2.png -------------------------------------------------------------------------------- /img/gwu_logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/gwu_logo.png -------------------------------------------------------------------------------- /img/ha.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ha.png -------------------------------------------------------------------------------- /img/hr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/hr.png -------------------------------------------------------------------------------- /img/im.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/im.png -------------------------------------------------------------------------------- /img/impersonation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/impersonation.png -------------------------------------------------------------------------------- /img/inversion.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/inversion.png -------------------------------------------------------------------------------- /img/iter.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/iter.png -------------------------------------------------------------------------------- /img/kill.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/kill.png -------------------------------------------------------------------------------- /img/lecture_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/lecture_1.png -------------------------------------------------------------------------------- /img/lecture_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/lecture_2.png -------------------------------------------------------------------------------- /img/lecture_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/lecture_3.png -------------------------------------------------------------------------------- /img/lecture_5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/lecture_5.png -------------------------------------------------------------------------------- /img/local.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/local.png -------------------------------------------------------------------------------- /img/ma.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ma.png -------------------------------------------------------------------------------- /img/md.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/md.png -------------------------------------------------------------------------------- /img/membership_inference.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/membership_inference.png -------------------------------------------------------------------------------- /img/ml.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ml.png -------------------------------------------------------------------------------- /img/mort_mgbm_glob_pdp_ice.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/mort_mgbm_glob_pdp_ice.png -------------------------------------------------------------------------------- /img/net_graph.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/net_graph.png -------------------------------------------------------------------------------- /img/pastincidents.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/pastincidents.jpg -------------------------------------------------------------------------------- /img/pd.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/pd.png -------------------------------------------------------------------------------- /img/pdp_ice.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/pdp_ice.png -------------------------------------------------------------------------------- /img/poisoning.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/poisoning.png -------------------------------------------------------------------------------- /img/pr_auc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/pr_auc.png -------------------------------------------------------------------------------- /img/pre.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/pre.png -------------------------------------------------------------------------------- /img/ra.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/ra.png -------------------------------------------------------------------------------- /img/rag.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rag.png -------------------------------------------------------------------------------- /img/resid.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/resid.png -------------------------------------------------------------------------------- /img/risk.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/risk.png -------------------------------------------------------------------------------- /img/rml_diagram_lec1_hilite.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rml_diagram_lec1_hilite.png -------------------------------------------------------------------------------- /img/rml_diagram_lec2_hilite.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rml_diagram_lec2_hilite.png -------------------------------------------------------------------------------- /img/rml_diagram_lec3_hilite.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rml_diagram_lec3_hilite.png -------------------------------------------------------------------------------- /img/rml_diagram_lec4_hilite.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rml_diagram_lec4_hilite.png -------------------------------------------------------------------------------- /img/rml_diagram_no_hilite.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rml_diagram_no_hilite.png -------------------------------------------------------------------------------- /img/rnn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/rnn.png -------------------------------------------------------------------------------- /img/robust.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/robust.png -------------------------------------------------------------------------------- /img/sa_max_prob.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/sa_max_prob.png -------------------------------------------------------------------------------- /img/sa_max_prob_demo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/sa_max_prob_demo.png -------------------------------------------------------------------------------- /img/security.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/security.png -------------------------------------------------------------------------------- /img/shap.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/shap.png -------------------------------------------------------------------------------- /img/shap_blue.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/shap_blue.png -------------------------------------------------------------------------------- /img/surrogate_dt_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/surrogate_dt_1.png -------------------------------------------------------------------------------- /img/trans.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/trans.png -------------------------------------------------------------------------------- /img/trust_understanding.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/trust_understanding.png -------------------------------------------------------------------------------- /img/uncertainty.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/uncertainty.jpg -------------------------------------------------------------------------------- /img/under_spec.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/under_spec.png -------------------------------------------------------------------------------- /img/zde.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/img/zde.png -------------------------------------------------------------------------------- /lecture_1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/lecture_1.ipynb -------------------------------------------------------------------------------- /lecture_2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/lecture_2.ipynb -------------------------------------------------------------------------------- /lecture_3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/lecture_3.ipynb -------------------------------------------------------------------------------- /lecture_4.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/lecture_4.ipynb -------------------------------------------------------------------------------- /lecture_5.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/lecture_5.ipynb -------------------------------------------------------------------------------- /rmltk/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /rmltk/debug.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/rmltk/debug.py -------------------------------------------------------------------------------- /rmltk/evaluate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/rmltk/evaluate.py -------------------------------------------------------------------------------- /rmltk/explain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/rmltk/explain.py -------------------------------------------------------------------------------- /rmltk/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/rmltk/model.py -------------------------------------------------------------------------------- /rmltk/preprocess.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/rmltk/preprocess.py -------------------------------------------------------------------------------- /tex/lecture_1.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_1.bib -------------------------------------------------------------------------------- /tex/lecture_1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_1.pdf -------------------------------------------------------------------------------- /tex/lecture_1.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_1.tex -------------------------------------------------------------------------------- /tex/lecture_2.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_2.bib -------------------------------------------------------------------------------- /tex/lecture_2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_2.pdf -------------------------------------------------------------------------------- /tex/lecture_2.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_2.tex -------------------------------------------------------------------------------- /tex/lecture_3.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_3.bib -------------------------------------------------------------------------------- /tex/lecture_3.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_3.pdf -------------------------------------------------------------------------------- /tex/lecture_3.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_3.tex -------------------------------------------------------------------------------- /tex/lecture_4.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_4.bib -------------------------------------------------------------------------------- /tex/lecture_4.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_4.pdf -------------------------------------------------------------------------------- /tex/lecture_4.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_4.tex -------------------------------------------------------------------------------- /tex/lecture_5.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_5.bib -------------------------------------------------------------------------------- /tex/lecture_5.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_5.pdf -------------------------------------------------------------------------------- /tex/lecture_5.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_5.tex -------------------------------------------------------------------------------- /tex/lecture_6.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_6.bib -------------------------------------------------------------------------------- /tex/lecture_6.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_6.pdf -------------------------------------------------------------------------------- /tex/lecture_6.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_6.tex -------------------------------------------------------------------------------- /tex/lecture_7.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_7.bib -------------------------------------------------------------------------------- /tex/lecture_7.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_7.pdf -------------------------------------------------------------------------------- /tex/lecture_7.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jphall663/GWU_rml/HEAD/tex/lecture_7.tex --------------------------------------------------------------------------------