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SmallDataBenchmarks
SmallDataBenchmarks PublicForked from sergeyf/SmallDataBenchmarks
Small Dataset Benchmarks on the Dataset of Datasets UCI++
Jupyter Notebook 1
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fraud-detection_demo_with_calibration
fraud-detection_demo_with_calibration PublicBinary classifier with Venn-ABERS calibration, temporal validation, hyper-parameter optimisation, and fraud detection out of the box
Jupyter Notebook 1
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DML_Auto_vs_CatBoost
DML_Auto_vs_CatBoost PublicDoes swapping EconML's auto first stage for CatBoost improve CATE in Double Machine Learning? Same CausalForestDML second stage across 13 datasets, paired Wilcoxon. Auto wins PEHE on 7 of 13; tuned…
Python
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twfe_dml_demo_with_tuning
twfe_dml_demo_with_tuning PublicTWFE plus Double Machine Learning on a synthetic 240k-row panel, with Optuna nuisance tuning under R-loss and DR-loss. Shows why the nonlinear basis must be built before entity demeaning.
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causal-inference-for-llm-rollouts
causal-inference-for-llm-rollouts PublicZero-to-hero notebooks on causal inference and experimentation for global LLM rollouts: synthetic control, difference-in-differences, propensity scores, regression discontinuity, cluster randomizat…
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hybrid-causal-inference
hybrid-causal-inference PublicCausal effect of hybrid vs gasoline powertrain on fuel consumption (EPA data, 9 estimators + robustness suite)
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