├── .DS_Store ├── .gitignore ├── Assignments ├── Homework 1 - Diagnostic.pdf ├── Homework 2 – Machine Learning Pipeline.pdf ├── Homework 3 - Improving the Pipeline.pdf ├── Midterm.pdf ├── Project-Proposal.md ├── Project-report.md ├── Proposal-reviews.md ├── assignment 4.pdf ├── progress-report.md └── readme.md ├── Lectures ├── AllOfMachineLearning.pptx ├── Lecture 01 - Class Overview.pptx ├── Lecture 02 - Case Studies and Scoping Projects.pptx ├── Lecture 03 - Machine Learning Process.pptx ├── Lecture 04 - Supervised Learning 1.pptx ├── Lecture 05 - Supervised Learning 2.pptx ├── Lecture 06 - Supervised Learning 3.pptx ├── Lecture 07 - Supervised Learning 4.pptx ├── Lecture 08 - Evaluation.pptx ├── Lecture 09 - Unsupervised Learning.pptx ├── Lecture 10 - Features.pptx ├── Lecture 11 - Experiments.pptx ├── Lecture 12 - Text Analysis.pptx ├── Lecture 13 - Network Analysis.pptx ├── Lecture 14 - Security, Privacy, Transparency, Ethics.pptx ├── Lecture 15 - Misc Topics.pptx ├── Lecture 16 - Case Studies (In Depth).pptx ├── Machine Learning Pipelines.pptx └── readme.md ├── Practical Tips ├── Data Exploration.md ├── Readme.md └── environment.md ├── Project ├── project plan.pdf └── readme.md ├── README.md ├── Readings └── readme.md ├── labs ├── 2017 │ ├── lab2.ipynb │ ├── lab3.ipynb │ ├── lab4-solutions.ipynb │ ├── lab4.ipynb │ ├── lab5-solutions.ipynb │ ├── lab5.ipynb │ ├── lab6.ipynb │ ├── lab7.ipynb │ ├── textanalysis-lab.ipynb │ └── textanalysis-solution.ipynb ├── 2018 │ ├── lab2_geo_viz.ipynb │ ├── lab3_knn_dt.ipynb │ ├── lab4_lr_svm_cv.ipynb │ ├── lab5_nb_rf.ipynb │ ├── lab6_gbt_comparison.ipynb │ ├── lab7_features.ipynb │ ├── lab8_pca.ipynb │ └── lab9_text_analysis.ipynb ├── 2019 │ ├── lab1_dataexploration.ipynb │ ├── lab1_dataexploration_sol.ipynb │ ├── lab2_sklearn_dt_knn.ipynb │ ├── lab2_sklearn_dt_knn_sol.ipynb │ ├── lab3_lr_svm_eval.ipynb │ ├── lab3_lr_svm_eval_sol.ipynb │ ├── lab4_ensemblemodels.ipynb │ ├── lab4_ensemblemodels_sol.ipynb │ ├── lab6_feature_generation.ipynb │ ├── lab6_feature_generation_sol.ipynb │ ├── lab7_clustering.ipynb │ └── lab7_clustering_sol.ipynb ├── data │ ├── 311_Service_Requests_Graffiti_2019.csv │ ├── chi_boundaries.geojson │ ├── jobs_subset_data.csv │ ├── nysmedicaldata.csv │ ├── socialservices.csv │ ├── test_corpus.csv │ └── train_corpus.csv ├── imgs │ ├── dt.png │ ├── prk.png │ ├── rod.png │ └── vac.png └── lab1_dataexploration.ipynb ├── notebooks ├── lab3-decision-boundaries.ipynb └── lab7 - clustering.ipynb ├── schedule.pdf ├── schedule.png └── syllabus.pdf /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dssg/MLforPublicPolicy/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dssg/MLforPublicPolicy/HEAD/.gitignore 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