├── .gitignore ├── .ssh_tunnel └── aws_emr.json ├── README.md ├── __init__.py ├── charts ├── __init__.py ├── completed_pipeline_runs_daily_overview_dashboard_x1.py ├── completed_pipeline_runs_daily_prepare_data_o0.py ├── failed_pipeline_runs_daily_overview_dashboard_i0.py ├── failed_pipeline_runs_daily_prepare_data_k5.py ├── feature_profiles_for_ml │ └── feature_fetching │ │ └── prepare_features.py ├── feature_profiles_for_prepare_data │ └── feature_engineering │ │ ├── add_features.py │ │ ├── impute_features.py │ │ └── select_features.py ├── ml │ ├── feature_fetching │ │ └── delivered_at_retain_time_series_bar_chart_m0.py │ └── inference │ │ └── offline │ │ └── inference_pie_chart_e7.py ├── prepare_data │ ├── email_content_histogram_c5.py │ ├── feature_engineering │ │ ├── add_features_histogram_d8.py │ │ ├── add_features_histogram_o0.py │ │ ├── add_features_histogram_r2.py │ │ └── add_features_pie_chart_w7.py │ └── user_profiles_time_series_line_chart_o0.py ├── running_pipelines_overview_dashboard_g9.py └── summary_overview_for_prepare_data │ └── feature_engineering │ └── add_features.py ├── conditionals ├── __init__.py └── ml │ └── retraining │ └── check_more_users.py ├── custom ├── __init__.py ├── ml │ ├── feature_fetching │ │ ├── configurations.py │ │ └── prepare_features.py │ ├── inference │ │ └── online │ │ │ └── predictions.py │ └── training │ │ └── configurations.py ├── playground │ └── online │ │ └── predictions.py └── prepare_data │ └── feature_engineering │ ├── encode_features.py │ ├── scale_feature.py │ └── scale_features.py ├── data_exporters ├── __init__.py ├── ml │ ├── inference │ │ └── offline │ │ │ └── predictions.py │ └── training │ │ └── explain.py ├── prepare_data │ └── feature_engineering │ │ └── select_features.py └── triggers │ └── ml_training.py ├── data_loaders ├── __init__.py ├── ml │ ├── feature_fetching │ │ └── user_features.py │ └── training │ │ ├── kfold.py │ │ └── split.py └── prepare_data │ ├── email_content.py │ ├── user_emails.py │ └── user_profiles.py ├── dbt └── profiles.yml ├── design.yaml ├── extensions └── __init__.py ├── global_data_products.yaml ├── interactions ├── .ssh_tunnel │ └── aws_emr.json ├── __init__.py └── playground │ └── online │ └── predictions.yaml ├── io_config.yaml ├── markdowns ├── __init__.py ├── define_problem.md ├── ml │ ├── feature_fetching │ │ └── overview_doc.md │ ├── inference │ │ ├── offline │ │ │ └── overview_doc.md │ │ └── online │ │ │ └── inference_doc.md │ ├── retraining │ │ └── overview_doc.md │ └── training │ │ ├── evaluate_doc.md │ │ ├── explain_doc.md │ │ ├── improve_doc.md │ │ ├── overview_doc.md │ │ ├── split_doc.md │ │ ├── train_doc.md │ │ └── training_set_doc.md ├── playground │ └── online │ │ └── predictions_doc.md └── prepare_data │ ├── collect_data.md │ ├── email_content_doc.md │ ├── feature_engineering │ ├── add_and_combine_features_doc.md │ ├── add_features_doc.md │ ├── encode_features_doc.md │ ├── impute_features_doc.md │ ├── remove_and_repair_features_doc.md │ ├── scale_features_doc.md │ └── select_features_doc.md │ ├── feature_engineering_doc.md │ ├── user_emails_doc.md │ ├── user_profiles_doc.md │ └── why.md ├── metadata.yaml ├── pipelines ├── __init__.py ├── core_data_users_v0 │ ├── __init__.py │ ├── interactions.yaml │ └── metadata.yaml ├── define_problem │ ├── __init__.py │ └── metadata.yaml ├── ml_feature_fetching │ ├── __init__.py │ ├── interactions.yaml │ └── metadata.yaml ├── ml_inference_offline │ ├── __init__.py │ ├── metadata.yaml │ └── triggers.yaml ├── ml_inference_online │ ├── __init__.py │ ├── interactions.yaml │ ├── metadata.yaml │ └── triggers.yaml ├── ml_playground │ ├── __init__.py │ ├── interactions.yaml │ ├── metadata.yaml │ └── triggers.yaml ├── ml_retraining_model │ ├── __init__.py │ ├── interactions.yaml │ ├── metadata.yaml │ └── triggers.yaml ├── ml_training │ ├── __init__.py │ ├── interactions.yaml │ ├── metadata.yaml │ └── triggers.yaml ├── prepare_data │ ├── __init__.py │ ├── interactions.yaml │ ├── metadata.yaml │ └── triggers.yaml └── test_ltv │ ├── __init__.py │ └── metadata.yaml ├── requirements.txt ├── scratchpads └── __init__.py ├── sensors └── __init__.py ├── test2.py ├── transformers ├── __init__.py ├── ml │ ├── feature_fetching │ │ └── delivered_at_retain.py │ └── training │ │ ├── evaluate.py │ │ └── train.py └── prepare_data │ └── feature_engineering │ ├── add_and_combine_features.py │ ├── add_features.py │ ├── impute_features.py │ ├── numerical_features.py │ └── remove_and_repair_features.py └── utils ├── __init__.py └── columns.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mage-ai/machine_learning/HEAD/.gitignore -------------------------------------------------------------------------------- /.ssh_tunnel/aws_emr.json: -------------------------------------------------------------------------------- 1 | {} 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