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Introducing Skorecard for building better logistic regression models

timvink.nl · published 24 December 2021

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Links from this post

Link
Host
https://github.com/ing-bank/skorecard
github.com
https://papers.nips.cc/paper/6907-lightgbm-a-highly-efficient-gradient-boosting-decision-tree
papers.nips.cc
https://towardsdatascience.com/staying-competitive-with-linear-models-19444bc3698e
towardsdatascience.com
https://github.com/interpretml/interpret
github.com
https://xgboost.readthedocs.io/en/latest/
xgboost.readthedocs.io
https://arxiv.org/pdf/1909.09223.pdf
arxiv.org
https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html
scikit-learn.org
https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OrdinalEncoder.html
scikit-learn.org
https://ing-bank.github.io/skorecard/api/bucketers/DecisionTreeBucketer/
ing-bank.github.io
https://ing-bank.github.io/skorecard/api/bucketers/OrdinalCategoricalBucketer/
ing-bank.github.io
https://ing-bank.github.io/skorecard/api/bucketers/OptimalBucketer/
ing-bank.github.io
https://plotly.com/dash/
plotly.com
https://multithreaded.stitchfix.com/blog/2015/08/13/weight-of-evidence/
multithreaded.stitchfix.com
https://contrib.scikit-learn.org/category_encoders/woe.html
contrib.scikit-learn.org
https://blog.insightdatascience.com/always-start-with-a-stupid-model-no-exceptions-3a22314b9aaa
blog.insightdatascience.com
https://en.wikipedia.org/wiki/Occam%27s_razor
en.wikipedia.org
https://archive.ics.uci.edu/ml/datasets/adult
archive.ics.uci.edu
https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_breast_cancer.html
scikit-learn.org
https://ing-bank.github.io/skorecard/api/datasets/load_uci_credit_card/
ing-bank.github.io
https://www.kaggle.com/ronitf/heart-disease-uci
kaggle.com
https://www.kaggle.com/blastchar/telco-customer-churn*
kaggle.com
https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
scikit-learn.org
https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html
scikit-learn.org
https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
scikit-learn.org
https://xgboost.readthedocs.io/en/latest/python/python_intro.html
xgboost.readthedocs.io
https://github.com/ing-bank/skorecard/blob/main/docs/discussion/benchmark_with_EBM.ipynb
github.com
https://en.wikipedia.org/wiki/No_free_lunch_theorem
en.wikipedia.org
https://ing-bank.github.io/skorecard/tutorials/missing_values/
ing-bank.github.io
https://ing-bank.github.io/skorecard/tutorials/specials/
ing-bank.github.io
https://ing-bank.github.io/skorecard/tutorials/using-bucketing-process/
ing-bank.github.io
https://ing-bank.github.io/skorecard/tutorials/interactive_bucketing/
ing-bank.github.io
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