├── .gitignore ├── .idea ├── Machine-Learning-for-Economics.iml ├── inspectionProfiles │ └── profiles_settings.xml ├── modules.xml ├── vcs.xml └── workspace.xml ├── LICENSE ├── README.md ├── convert.sh ├── custom.css ├── figures ├── cnn1.gif ├── cnn1.png ├── impurity.png ├── nn1.jpeg ├── nn2.jpeg ├── nn3.jpeg ├── nonlinearities.jpg ├── ridgelasso.png ├── rnn1.png ├── rnn2.png └── rnn3.png ├── img ├── 01_regression_114_0.png ├── 01_regression_120_0.png ├── 01_regression_128_0.png ├── 01_regression_131_0.png ├── 01_regression_141_0.png ├── 01_regression_150_0.png ├── 01_regression_156_0.png ├── 01_regression_164_0.png ├── 01_regression_167_0.png ├── 01_regression_170_0.png ├── 01_regression_178_0.png ├── 01_regression_23_0.png ├── 01_regression_29_0.png ├── 01_regression_34_0.png ├── 01_regression_43_0.png ├── 01_regression_48_0.png ├── 01_regression_50_0.png ├── 01_regression_52_0.png ├── 01_regression_79_0.png ├── 02_iv_28_1.png ├── 02_iv_43_0.png ├── 02_iv_9_0.png ├── 03_nonparametric_100_0.png ├── 03_nonparametric_106_0.png ├── 03_nonparametric_108_0.png ├── 03_nonparametric_10_0.png ├── 03_nonparametric_112_0.png ├── 03_nonparametric_115_0.png ├── 03_nonparametric_120_0.png ├── 03_nonparametric_122_0.png ├── 03_nonparametric_125_0.png ├── 03_nonparametric_129_0.png ├── 03_nonparametric_12_0.png ├── 03_nonparametric_130_0.png ├── 03_nonparametric_135_0.png ├── 03_nonparametric_140_0.png ├── 03_nonparametric_147_0.png ├── 03_nonparametric_39_0.png ├── 03_nonparametric_44_0.png ├── 03_nonparametric_60_0.png ├── 03_nonparametric_69_0.png ├── 03_nonparametric_71_0.png ├── 03_nonparametric_78_0.png ├── 03_nonparametric_85_0.png ├── 03_nonparametric_90_0.png ├── 03_nonparametric_93_0.png ├── 03_nonparametric_98_0.png ├── 04_crossvalidation_15_0.png ├── 04_crossvalidation_26_0.png ├── 04_crossvalidation_37_0.png ├── 04_crossvalidation_52_0.png ├── 05_regularization_100_0.png ├── 05_regularization_108_0.png ├── 05_regularization_117_0.png ├── 05_regularization_131_0.png ├── 05_regularization_19_0.png ├── 05_regularization_31_0.png ├── 05_regularization_40_0.png ├── 05_regularization_44_0.png ├── 05_regularization_52_0.png ├── 05_regularization_62_0.png ├── 05_regularization_76_0.png ├── 05_regularization_86_0.png ├── 06_convexity_101_0.png ├── 06_convexity_18_0.png ├── 06_convexity_24_0.png ├── 06_convexity_27_0.png ├── 06_convexity_35_0.png ├── 06_convexity_37_0.png ├── 06_convexity_41_0.png ├── 06_convexity_43_0.png ├── 06_convexity_54_0.png ├── 06_convexity_57_0.png ├── 06_convexity_60_0.png ├── 06_convexity_66_0.png ├── 06_convexity_67_0.png ├── 06_convexity_73_0.png ├── 06_convexity_75_0.png ├── 06_convexity_77_0.png ├── 06_convexity_82_0.png ├── 06_convexity_91_0.png ├── 06_convexity_99_0.png ├── 07_trees_101_0.png ├── 07_trees_103_0.png ├── 07_trees_108_0.png ├── 07_trees_10_0.png ├── 07_trees_110_0.png ├── 07_trees_111_0.png ├── 07_trees_113_0.png ├── 07_trees_120_0.png ├── 07_trees_122_0.png ├── 07_trees_12_0.png ├── 07_trees_131_0.png ├── 07_trees_133_0.png ├── 07_trees_14_0.png ├── 07_trees_16_0.png ├── 07_trees_19_0.png ├── 07_trees_21_0.png ├── 07_trees_45_0.png ├── 07_trees_47_0.png ├── 07_trees_48_0.png ├── 07_trees_50_0.png ├── 07_trees_55_0.png ├── 07_trees_57_0.png ├── 07_trees_72_0.png ├── 07_trees_74_0.png ├── 07_trees_78_0.png ├── 07_trees_80_0.png ├── 07_trees_94_0.png ├── 07_trees_96_0.png ├── 08_neuralnets_103_0.png ├── 08_neuralnets_113_0.png ├── 08_neuralnets_119_0.png ├── 08_neuralnets_124_0.png ├── 08_neuralnets_127_0.png ├── 08_neuralnets_135_0.png ├── 08_neuralnets_141_0.png ├── 08_neuralnets_147_0.png ├── 08_neuralnets_56_0.png ├── 08_neuralnets_66_0.png ├── 08_neuralnets_76_0.png ├── 08_neuralnets_82_0.png ├── 08_neuralnets_93_0.png ├── 09_postdoubleselection_36_0.png ├── 09_postdoubleselection_41_0.png ├── 09_postdoubleselection_44_0.png ├── 09_postdoubleselection_48_0.png ├── 09_postdoubleselection_62_0.png ├── 09_postdoubleselection_65_0.png ├── 09_postdoubleselection_69_0.png ├── 09_postdoubleselection_73_0.png ├── 10_unsupervised_102_0.png ├── 10_unsupervised_103_0.png ├── 10_unsupervised_106_0.png ├── 10_unsupervised_107_0.png ├── 10_unsupervised_112_0.png ├── 10_unsupervised_113_0.png ├── 10_unsupervised_114_0.png ├── 10_unsupervised_125_0.png ├── 10_unsupervised_126_0.png ├── 10_unsupervised_134_0.png ├── 10_unsupervised_137_0.png ├── 10_unsupervised_138_0.png ├── 10_unsupervised_144_0.png ├── 10_unsupervised_145_0.png ├── 10_unsupervised_154_0.png ├── 10_unsupervised_155_0.png ├── 10_unsupervised_161_0.png ├── 10_unsupervised_162_0.png ├── 10_unsupervised_166_0.png ├── 10_unsupervised_167_0.png ├── 10_unsupervised_168_0.png ├── 10_unsupervised_169_0.png ├── 10_unsupervised_171_0.png ├── 10_unsupervised_172_0.png ├── 10_unsupervised_19_0.png ├── 10_unsupervised_26_0.png ├── 10_unsupervised_30_0.png ├── 10_unsupervised_38_0.png ├── 10_unsupervised_46_0.png ├── 10_unsupervised_49_0.png ├── 10_unsupervised_56_0.png ├── 10_unsupervised_58_0.png ├── 10_unsupervised_61_0.png ├── 10_unsupervised_65_0.png ├── 10_unsupervised_68_0.png ├── 10_unsupervised_70_0.png ├── 10_unsupervised_71_0.png ├── 10_unsupervised_72_0.png ├── 10_unsupervised_74_0.png ├── 10_unsupervised_75_0.png ├── 10_unsupervised_78_0.png ├── 10_unsupervised_81_0.png ├── 10_unsupervised_82_0.png ├── 10_unsupervised_85_0.png ├── 10_unsupervised_87_0.png ├── 10_unsupervised_88_0.png ├── 10_unsupervised_92_0.png ├── 10_unsupervised_93_0.png ├── 10_unsupervised_95_0.png ├── 10_unsupervised_96_0.png └── 10_unsupervised_97_0.png └── notebooks ├── 01_regression.ipynb ├── 02_iv.ipynb ├── 03_nonparametric.ipynb ├── 04_crossvalidation.ipynb ├── 05_regularization.ipynb ├── 06_convexity.ipynb ├── 07_trees.ipynb ├── 08_neuralnets.ipynb ├── 09_postdoubleselection.ipynb ├── 10_unsupervised.ipynb ├── __pycache__ └── utils.cpython-39.pyc ├── data ├── AJR02.csv ├── Advertising.csv ├── Auto.csv ├── Boston.csv ├── Caravan.csv ├── Carseats.csv ├── College.csv ├── Credit.csv ├── Default.csv ├── Heart.csv ├── Hitters.csv ├── Hitters_X_test.csv ├── Hitters_X_train.csv ├── Hitters_y_test.csv ├── Hitters_y_train.csv ├── Khan.csv ├── NCI60_X.csv ├── NCI60_y.csv ├── OJ.csv ├── Portfolio.csv ├── Smarket.csv ├── USArrests.csv ├── Wage.csv └── Weekly.csv └── utils ├── __pycache__ ├── lecture03.cpython-39.pyc └── lecture07.cpython-39.pyc ├── lecture03.py ├── lecture07.py └── lecture10.py /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | makeslides.sh 3 | rename.py 4 | -------------------------------------------------------------------------------- /.idea/Machine-Learning-for-Economics.iml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/matteocourthoud/Machine-Learning-for-Economic-Analysis/HEAD/.idea/Machine-Learning-for-Economics.iml -------------------------------------------------------------------------------- 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