Boruta Boruta(SHAP) Does Not Work For The Reason You Think It Does! Everything you wish you knew about Boruta, and more. Yves-Laurent Kom Samo, PhD 3 May 2022 · 8 min read
Model Compression How To Seamlessly Compress Any Tabular Model in Python Train your favorite predictive models in Python (e.g. LightGBM, XGBoost, Scikit-Learn, Tensorflow, and PyTorch models) using at least 80% fewer features, at no performance cost. Yves-Laurent Kom Samo, PhD 4 Feb 2022 · 18 min read
Automating Feature Engineering Effective Feature Selection: Beyond Shapley Values, Recursive Feature Elimination (RFE) and Boruta We explain why feature selection matters, why RFE, Boruta, and SHAP values aren't good enough, and we propose an information-theoretical alternative. Yves-Laurent Kom Samo, PhD 21 Jan 2022 · 12 min read
