├── README.md ├── data ├── 2014_2018_df_cleaned_keep_bad_apr23.pkl ├── 2014_2019.pkl ├── 2014_2019_df_cleaned_no_remove_bad_values_apr5_2020.pkl ├── 2014_2019_df_cleaned_remove_bad_mar26_2020.pkl ├── 2014_2019_df_cleaned_remove_bad_oct18.pkl ├── 2014_2019_df_cleaned_remove_bad_values_apr26_2020.pkl ├── 2014_2019_df_cleaned_remove_bad_values_apr5_2020.pkl ├── 2014_2019_df_cleaned_remove_bad_values_may16_2020.pkl ├── 2014_2019_df_keep_bad_directions_apr5_2020.pkl ├── 2014_2019_upto_june.pkl ├── AB_NYC_2019_remove_bad_values_jun21_2020.pkl ├── Streetcar Jan 2014.csv ├── bounding_box_df_july15 ├── iris.csv ├── iris_dataframe.pkl ├── iriscaps.csv ├── model_plotapr11b_2020.png ├── model_plotapr11c_2020.png ├── routedirection.csv ├── routedirection_badvalues.csv ├── tensorboard_log │ ├── 20200412-144606 │ │ ├── train │ │ │ ├── events.out.tfevents.1586717173.DESKTOP-TLSI8GI.13296.6750.v2 │ │ │ ├── events.out.tfevents.1586717175.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-12_14-46-15 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1586717189.DESKTOP-TLSI8GI.13296.37127.v2 │ ├── 20200412-193604 │ │ ├── train │ │ │ ├── events.out.tfevents.1586734577.DESKTOP-TLSI8GI.13296.879061.v2 │ │ │ ├── events.out.tfevents.1586734579.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-12_19-36-19 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1586734594.DESKTOP-TLSI8GI.13296.909438.v2 │ ├── 20200415-215015 │ │ ├── train │ │ │ ├── events.out.tfevents.1587001852.DESKTOP-TLSI8GI.13296.3234273.v2 │ │ │ ├── events.out.tfevents.1587001865.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-15_21-51-05 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1587001881.DESKTOP-TLSI8GI.13296.3264650.v2 │ ├── 20200417-210021 │ │ ├── train │ │ │ ├── events.out.tfevents.1587171629.DESKTOP-TLSI8GI.41100.6750.v2 │ │ │ ├── events.out.tfevents.1587171630.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-17_21-00-30 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1587171644.DESKTOP-TLSI8GI.41100.37127.v2 │ ├── 20200417-210902 │ │ ├── train │ │ │ ├── events.out.tfevents.1587172153.DESKTOP-TLSI8GI.30044.6750.v2 │ │ │ ├── events.out.tfevents.1587172155.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-17_21-09-15 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1587172174.DESKTOP-TLSI8GI.30044.37127.v2 │ ├── 20200417-211818 │ │ ├── train │ │ │ ├── events.out.tfevents.1587172714.DESKTOP-TLSI8GI.30044.879225.v2 │ │ │ ├── events.out.tfevents.1587172718.DESKTOP-TLSI8GI.profile-empty │ │ │ └── plugins │ │ │ │ └── profile │ │ │ │ └── 2020-04-17_21-18-38 │ │ │ │ └── local.trace │ │ └── validation │ │ │ └── events.out.tfevents.1587172736.DESKTOP-TLSI8GI.30044.909602.v2 │ └── 20200417-213403 │ │ ├── train │ │ ├── events.out.tfevents.1587173665.DESKTOP-TLSI8GI.30044.1751700.v2 │ │ ├── events.out.tfevents.1587173670.DESKTOP-TLSI8GI.profile-empty │ │ └── plugins │ │ │ └── profile │ │ │ └── 2020-04-17_21-34-30 │ │ │ └── local.trace │ │ └── validation │ │ └── events.out.tfevents.1587173686.DESKTOP-TLSI8GI.30044.1782077.v2 └── ttc-streetcar-delay-data-2014.xlsx ├── deep_learning_with_structured_data_nov22_2021_final.pdf ├── deploy ├── __init__.py ├── __pycache__ │ ├── actions.cpython-37.pyc │ └── custom_classes.cpython-37.pyc ├── actions.py ├── config.yml ├── credentials.yml ├── custom_classes.py ├── data │ ├── nlu.md │ └── stories.md ├── deploy_config.yml ├── domain.yml ├── endpoints.yml ├── input_sample_data │ ├── prepped_dec27.csv │ └── raw_dec27.xlsx ├── keras_models │ └── scmodeldec27b_5.h5 ├── models │ ├── 20191207-201544.tar.gz │ ├── 20191210-220835.tar.gz │ ├── 20191228-145744.tar.gz │ ├── 20191228-192944.tar.gz │ ├── 20191228-193317.tar.gz │ ├── 20191228-202857.tar.gz │ ├── 20191228-204246.tar.gz │ ├── 20191228-212651.tar.gz │ ├── 20191229-081543.tar.gz │ ├── 20191229-085443.tar.gz │ └── 20191229-142939.tar.gz ├── one_off_scoring.py ├── pipelines │ ├── sc_delay_pipeline_dec27b.pkl │ ├── sc_delay_pipeline_keras_prep_dec27b.pkl │ └── sc_delay_pipelinedec27.pkl └── test_results │ └── python_log_dec28_29.txt ├── deploy_web ├── __pycache__ │ └── custom_classes.cpython-37.pyc ├── custom_classes.py ├── deploy_web_config.yml ├── flask_server.py ├── static │ └── css │ │ ├── main.css │ │ └── main2.css └── templates │ ├── home.html │ └── show-prediction.html ├── models ├── modelapr16_2020.json ├── modelapr17_2020.json ├── modelapr18_2020.json ├── modelapr19_2020.json ├── sc_xgbmodelapr12020_5.txt ├── sc_xgbmodelapr22020_5.txt ├── sc_xgbmodelapr2d2020_5.txt ├── sc_xgbmodelapr52020_5.txt ├── sc_xgbmodelmar302020_5.txt ├── sc_xgbmodelxgb_apr9d_2020_5.txt ├── scmodelapr11_2020_5.h5 ├── scmodelapr11c_2020_5.h5 ├── scmodelapr12020_5.h5 ├── scmodelapr12_2020_5.h5 ├── scmodelapr12b_2020_5.h5 ├── scmodelapr16_2020.h5 ├── scmodelapr17_2020.h5 ├── scmodelapr17_2020_9.h5 ├── scmodelapr18_2020.h5 ├── scmodelapr18_2020_9.h5 ├── scmodelapr19_2020.h5 ├── scmodelapr19_2020_9.h5 ├── scmodelapr22020_5.h5 ├── scmodelapr26_2020_5.h5 ├── scmodelapr2b2020_5.h5 ├── scmodelapr2d2020_5.h5 ├── scmodelapr52020_5.h5 ├── scmodelapr5_2020_5.h5 ├── scmodelapr5_bv_2020_5.h5 ├── scmodelapr6_2020_5.h5 ├── scmodelapr9_2020_5.h5 ├── scmodelapr9b_2020_5.h5 ├── scmodelapr9c_2020_5.h5 ├── scmodeldec1.h5 ├── scmodeldec21_4.h5 ├── scmodeldec21_5.h5 ├── scmodeldec27b_5.h5 ├── scmodeldec5.h5 ├── scmodeldec8_50_epoch_val_loss.h5 ├── scmodelmar262020_5.h5 ├── scmodelmar26b2020_5.h5 ├── scmodelmar272020_5.h5 ├── scmodelmar302020_5.h5 ├── scmodelmar62020_5.h5 ├── scmodelmay16_2020_5.h5 ├── scweightsapr16_2020.h5 ├── scweightsapr17_2020.h5 ├── scweightsapr18_2020.h5 └── scweightsapr19_2020.h5 ├── notebooks ├── .ipynb_checkpoints │ ├── chapter2-checkpoint.ipynb │ ├── chapter5-checkpoint.ipynb │ ├── exercises_streetcar_model_training-checkpoint.ipynb │ ├── streetcar_data-geocode-get-boundaries-checkpoint.ipynb │ ├── streetcar_data_exploration-checkpoint.ipynb │ ├── streetcar_data_preparation-checkpoint.ipynb │ ├── streetcar_data_preparation-geocode-checkpoint.ipynb │ ├── streetcar_model_training-checkpoint.ipynb │ ├── streetcar_model_training_xgb-checkpoint.ipynb │ └── streetcar_time_series-checkpoint.ipynb ├── __pycache__ │ └── custom_classes.cpython-37.pyc ├── airbnb_data_preparation.ipynb ├── airbnb_data_preparation_config.yml ├── airbnb_model_training.ipynb ├── airbnb_model_training_config.yml ├── chapter2.ipynb ├── chapter5.ipynb ├── custom_classes.py ├── exercises_streetcar_model_training.ipynb ├── keras_functional_api_mnist.py ├── keras_sequential_api_mnist.py ├── streetcar_data-geocode-get-boundaries.ipynb ├── streetcar_data_exploration.ipynb ├── streetcar_data_preparation-geocode.ipynb ├── streetcar_data_preparation.ipynb ├── streetcar_data_preparation_config.yml ├── streetcar_model_training.ipynb ├── streetcar_model_training_config.yml ├── streetcar_model_training_xgb.ipynb └── streetcar_time_series.ipynb ├── pipelines ├── sc_delay_pipeline_dec27b.pkl ├── sc_delay_pipeline_keras_prep_dec27b.pkl ├── sc_delay_pipelinedec27.pkl ├── sc_delay_pipleline_keras_prepapr11_2020.pkl ├── sc_delay_pipleline_keras_prepapr11b_2020.pkl ├── sc_delay_pipleline_keras_prepapr11c_2020.pkl ├── sc_delay_pipleline_keras_prepapr12020.pkl ├── sc_delay_pipleline_keras_prepapr12_2020.pkl ├── sc_delay_pipleline_keras_prepapr12b_2020.pkl ├── sc_delay_pipleline_keras_prepapr16_2020.pkl ├── sc_delay_pipleline_keras_prepapr17_2020.pkl ├── sc_delay_pipleline_keras_prepapr18_2020.pkl ├── sc_delay_pipleline_keras_prepapr19_2020.pkl ├── sc_delay_pipleline_keras_prepapr22020.pkl ├── sc_delay_pipleline_keras_prepapr26_2020.pkl ├── sc_delay_pipleline_keras_prepapr2b2020.pkl ├── sc_delay_pipleline_keras_prepapr2d2020.pkl ├── sc_delay_pipleline_keras_prepapr52020.pkl ├── sc_delay_pipleline_keras_prepapr5_2020.pkl ├── sc_delay_pipleline_keras_prepapr5_bv_2020.pkl ├── sc_delay_pipleline_keras_prepapr5_keep_bad_directions_2020.pkl ├── sc_delay_pipleline_keras_prepapr6_2020.pkl ├── sc_delay_pipleline_keras_prepapr9_2020.pkl ├── sc_delay_pipleline_keras_prepapr9b_2020.pkl ├── sc_delay_pipleline_keras_prepapr9c_2020.pkl ├── sc_delay_pipleline_keras_prepmar26b2020.pkl ├── sc_delay_pipleline_keras_prepmar272020.pkl ├── sc_delay_pipleline_keras_prepmar302020.pkl ├── sc_delay_pipleline_keras_prepmay16_2020.pkl ├── sc_delay_pipleline_keras_prepxgb_apr9d_2020.pkl ├── sc_delay_piplelineapr11_2020.pkl ├── sc_delay_piplelineapr11b_2020.pkl ├── sc_delay_piplelineapr11c_2020.pkl ├── sc_delay_piplelineapr12020.pkl ├── sc_delay_piplelineapr12_2020.pkl ├── sc_delay_piplelineapr12b_2020.pkl ├── sc_delay_piplelineapr16_2020.pkl ├── sc_delay_piplelineapr17_2020.pkl ├── sc_delay_piplelineapr18_2020.pkl ├── 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