├── .gitignore ├── 1_introduction ├── 01_01_introduction_to_S4.ipynb ├── 01_02_basic_python.ipynb ├── 01_03_OpenAlex.ipynb ├── 01_activities_solutions.ipynb ├── README.md ├── images │ ├── 01_01_departments.png │ ├── 01_01_diversity.jpg │ ├── 01_01_expect_to_learn.png │ ├── 01_01_slack.png │ ├── 01_01_yourself.png │ ├── 01_03_activity1.png │ ├── 01_03_activity2.png │ ├── The_Scientific_Method.svg.png │ ├── agenda.jpg │ ├── ibm.png │ ├── mag_discontinued.png │ ├── math.jpg │ ├── nsf_logo.png │ └── stasa_paper.jpg └── oa-percentage-su.ipynb ├── 2_ai_ml ├── 02-00-slides-introduction.ipynb ├── 02-01-notebook-numpy_pandas_matplotlib.ipynb ├── 02-01-slides-numpy_pandas_matplotlib.ipynb ├── 02-02-slides-math_review.ipynb ├── 02-03-slides-statistical_learning.ipynb ├── 02-04-notebook-introduction-scikit-learn.ipynb ├── 02-05-activitysolution-model_evaluation.ipynb ├── 02-05-notebook-model_evaluation.ipynb ├── 02-05-slides-model_evaluation.ipynb ├── 02-groupactivity-text-mining-solution.ipynb ├── 02-groupactivity-text-mining.ipynb ├── README.md ├── data │ └── articles_features.csv └── images │ ├── bias_variance_tradeoff.png │ ├── derivative.png │ ├── normal_distribution.png │ ├── open_control.png │ ├── open_terminal.png │ ├── shutdown_server.png │ ├── terminal_rm_command.png │ ├── unit-01 │ ├── unit-01-0_ci1.png │ ├── unit-01-0_ci10.png │ ├── unit-01-0_ci11.png │ ├── unit-01-0_ci12.png │ ├── unit-01-0_ci13.png │ ├── unit-01-0_ci14.png │ ├── unit-01-0_ci15.png │ ├── unit-01-0_ci16.png │ ├── unit-01-0_ci17.png │ ├── unit-01-0_ci18.png │ ├── unit-01-0_ci19.png │ ├── unit-01-0_ci2.png │ ├── unit-01-0_ci20.png │ ├── unit-01-0_ci21.png │ ├── unit-01-0_ci22.png │ ├── unit-01-0_ci23.png │ ├── unit-01-0_ci24.png │ ├── unit-01-0_ci25.png │ ├── unit-01-0_ci26.png │ ├── unit-01-0_ci27.png │ ├── unit-01-0_ci28.png │ ├── unit-01-0_ci3.png │ ├── unit-01-0_ci4.png │ ├── unit-01-0_ci5.png │ ├── unit-01-0_ci5sn.png │ ├── unit-01-0_ci6.png │ ├── unit-01-0_ci7.png │ ├── unit-01-0_ci8.png │ ├── unit-01-0_ci9.png │ ├── unit-01-3_bmfds1.png │ ├── unit-01-3_bmfds2.png │ ├── unit-01-3_bmfds3.png │ └── unit-01-3_bmfds4.png │ ├── unit-02 │ ├── unit-02-0_pfds1.png │ ├── unit-02-0_pfds2.png │ ├── unit-02-0_pfds3.png │ ├── unit-02-0_pfds4.png │ ├── unit-02-0_pfds5.png │ └── unit-02-0_pfds6.png │ ├── unit-04 │ ├── unit-04-0_aia1.png │ ├── unit-04-0_aia10.png │ ├── unit-04-0_aia11.png │ ├── unit-04-0_aia12.png │ ├── unit-04-0_aia12_2.png │ ├── unit-04-0_aia13.png │ ├── unit-04-0_aia13_2.png │ ├── unit-04-0_aia14.png │ ├── unit-04-0_aia15.png │ ├── unit-04-0_aia17.png │ ├── unit-04-0_aia18.png │ ├── unit-04-0_aia19.png │ ├── unit-04-0_aia2.png │ ├── unit-04-0_aia20.png │ ├── unit-04-0_aia21.png │ ├── unit-04-0_aia22.png │ ├── unit-04-0_aia23.png │ ├── unit-04-0_aia24.png │ ├── unit-04-0_aia26.png │ ├── unit-04-0_aia27.png │ ├── unit-04-0_aia28.png │ ├── unit-04-0_aia28_2.png │ ├── unit-04-0_aia28_3.png │ ├── unit-04-0_aia4.png │ ├── unit-04-0_aia4_2.png │ ├── unit-04-0_aia4_3.png │ ├── unit-04-0_aia5.png │ ├── unit-04-0_aia5_2.png │ ├── unit-04-0_aia5_3.png │ ├── unit-04-0_aia6.png │ ├── unit-04-0_aia7.png │ ├── unit-04-0_aia8.png │ ├── unit-04-0_aia8_2.png │ ├── unit-04-0_aia9.png │ ├── unit-04-0_aia9_1.png │ ├── unit-04-0_aia9_2.png │ ├── unit-04-0_bvs1.png │ ├── unit-04-0_bvs10.png │ ├── unit-04-0_bvs11.png │ ├── unit-04-0_bvs2.png │ ├── unit-04-0_bvs3.png │ ├── unit-04-0_bvs4.png │ ├── unit-04-0_bvs5.png │ ├── unit-04-0_bvs6.png │ ├── unit-04-0_bvs7.png │ ├── unit-04-0_bvs8.png │ └── unit-04-0_bvs9.png │ └── unit-06 │ ├── unit-06-0_ama1.png │ ├── unit-06-0_ama10.png │ ├── unit-06-0_ama11.png │ ├── unit-06-0_ama12.png │ ├── unit-06-0_ama13.png │ ├── unit-06-0_ama14.png │ ├── unit-06-0_ama15.png │ ├── unit-06-0_ama15_2.png │ ├── unit-06-0_ama16.png │ ├── unit-06-0_ama2.png │ ├── unit-06-0_ama3.png │ ├── unit-06-0_ama4.png │ ├── unit-06-0_ama5.png │ ├── unit-06-0_ama6.png │ ├── unit-06-0_ama7.png │ ├── unit-06-0_ama8.png │ └── unit-06-0_ama9.png ├── 3_network_science ├── 03_01_intro_netsci.ipynb ├── 03_02_aft_lecture_S4_2021.pdf ├── 03_02_mentorship_network_paths.ipynb ├── 03_03_centralities.ipynb ├── 03_04_communities.ipynb ├── 03_05_net_viz.ipynb ├── README.md ├── data_cleaning │ └── country-names.json └── images │ └── toy_net_2.pdf ├── 4_deep_learning ├── 04-01-notebook-neural_networks-introduction.ipynb ├── 04-01-slides-neural_networks-introduction.ipynb ├── 04-02-notebook-RNN-pytorch.ipynb ├── 04-02-slides-RNN.pdf ├── 04-03-finetune-CNN.ipynb ├── 04-03-slides-CNN.pdf ├── 04-04-bias-in-word-embeddings.ipynb ├── 04-04-slides-bias-in-AI.pdf.pdf ├── 04-05-transfer-learning-with-huggingface.ipynb ├── 04-06-notebook-nlp-text-mining.ipynb ├── README.md ├── bias_demo.py ├── config.py └── images │ ├── dota.jpg │ └── unit-10 │ ├── Action_potential_propagation_animation.gif │ ├── unit-10-0_csordl1.png │ ├── unit-10-0_csordl10.png │ ├── unit-10-0_csordl11.png │ ├── unit-10-0_csordl12.png │ ├── unit-10-0_csordl13.png │ ├── unit-10-0_csordl14.png │ ├── unit-10-0_csordl15.png │ ├── unit-10-0_csordl16.png │ ├── unit-10-0_csordl17.png │ ├── unit-10-0_csordl18.png │ ├── unit-10-0_csordl19.png │ ├── unit-10-0_csordl2.png │ ├── unit-10-0_csordl20.png │ ├── unit-10-0_csordl21.png │ ├── unit-10-0_csordl22.png │ ├── unit-10-0_csordl22_2.png │ ├── unit-10-0_csordl23.png │ ├── unit-10-0_csordl24.png │ ├── unit-10-0_csordl24_2.png │ ├── unit-10-0_csordl24_3.png │ ├── unit-10-0_csordl25.png │ ├── unit-10-0_csordl26.png │ ├── unit-10-0_csordl27.png │ ├── unit-10-0_csordl28.png │ ├── unit-10-0_csordl29.png │ ├── unit-10-0_csordl3.png │ ├── unit-10-0_csordl30.png │ ├── unit-10-0_csordl31.png │ ├── unit-10-0_csordl32.png │ ├── unit-10-0_csordl33.png │ ├── unit-10-0_csordl34.png │ ├── unit-10-0_csordl35.png │ ├── unit-10-0_csordl36.png │ ├── unit-10-0_csordl37.png │ ├── unit-10-0_csordl38.png │ ├── unit-10-0_csordl38_4.png │ ├── unit-10-0_csordl38_5.png │ ├── unit-10-0_csordl39.png │ ├── unit-10-0_csordl4.png │ ├── unit-10-0_csordl40.png │ ├── unit-10-0_csordl41.png │ ├── unit-10-0_csordl42.png │ ├── unit-10-0_csordl43.png │ ├── unit-10-0_csordl5.png │ ├── unit-10-0_csordl6.png │ ├── unit-10-0_csordl7.png │ ├── unit-10-0_csordl8.png │ ├── unit-10-0_csordl8_1.gif │ └── unit-10-0_csordl9.png ├── 5_causal_inference ├── 05-01-notebook-causal-inference-intro.ipynb ├── 05-01-slides-causal-inference-intro.ipynb ├── README.md ├── data │ └── titanic.dta └── images │ ├── dag1.png │ ├── dag2.png │ ├── dag3.png │ ├── intervention_data.png │ ├── intervention_data_dag.png │ ├── intervention_data_results.png │ ├── potential_outcomes_example.png │ ├── potential_outcomes_perfect_doctor.png │ └── titanic_dag.png ├── README.md ├── additional_resources ├── close_caption_7-26.txt └── close_caption_7-27.txt └── references ├── MAG.ipynb ├── MENTORSHIP_demo.ipynb ├── S4_minigrant_announcement_2022.pdf └── S4_project_proposal_guidelines.pdf /.gitignore: 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