Rob Wiederstein
b38892f49e
Functions: prepare_eda_recipe -> build_eda_recipe,
create_efficiency_plot -> plot_efficiency,
format_class_imbalance_tourney_gt -> format_tournament_gt
Targets: model_inputs_prefix -> baf_model_input_prefix,
tbl_fraud_by_month_data -> fraud_by_month_summary,
model_diag -> diag_fit, winning_params -> best_params,
production_recipe_blueprint -> prod_recipe,
final_eval_data -> test_predictions
pkgdown: restructured reference index into 6 logical sections,
removed stale names and development comments.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
66 lines
1.8 KiB
YAML
66 lines
1.8 KiB
YAML
url: https://docs.robwiederstein.org/baflakehouse
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template:
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bootstrap: 5
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bootswatch: flatly
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navbar:
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structure:
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left: [intro, reference, articles, presentation]
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components:
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presentation:
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text: "Slides"
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icon: fa-person-chalkboard
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href: slides/index.html
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reference:
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- title: "Data Ingestion & Lakehouse Setup"
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desc: "Functions for moving raw CSV data into the MinIO Lakehouse as partitioned Parquet."
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contents:
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- baflakehouse-package
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- convert_to_parquet
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- connect_baf
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- clean_baf_base
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- title: "Feature Engineering & Preprocessing"
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desc: "Recipes and transformations applied across the pipeline layers."
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contents:
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- engineer_features
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- generate_model_inputs
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- build_eda_recipe
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- build_baf_recipe
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- title: "Exploratory Data Analysis"
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desc: "Diagnostic model and visualizations for understanding the fraud signal."
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contents:
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- train_diag_model
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- plot_var_imp
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- plot_hexbin_interaction
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- plot_missingness
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- plot_num_cor
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- title: "Model Selection & Tuning"
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desc: "Imbalance strategy tournament, hyperparameter tuning, and results formatting."
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contents:
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- run_imbalance_tournament
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- tune_lgbm
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- format_tournament_gt
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- plot_efficiency
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- title: "Final Evaluation & Production Deployment"
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desc: "Holdout evaluation on months 6-7 and MinIO model artifact serialization."
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contents:
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- evaluate_final_model
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- train_production_model
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- title: "Reporting"
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desc: "Figures, tables, and slide rendering for the Quarto presentation."
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contents:
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- plot_fraud_by_month
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- plot_conf_mat_heatmap
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- compute_fraud_by_month
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- format_fraud_by_month_gt
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- save_report_figure
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- save_report_table
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- render_slides
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