Posts by Alicja Gosiewska
Author: Alicja Gosiewska
Simplify your model: Supervised Assisted Feature Extraction for Machine Learning
Feed: R-bloggers. Author: Alicja Gosiewska. The joint work with Anna Kozak and Przemyslaw Biecek.The tools for Automated Machine Learning allow to quickly create accurate but complex predictive models. The opacity of such models is often a major obstacle for deploying models, especially in high-stake decision areas, such as medicine or finance. Therefore, methods for automated machine learning model building are important.In this post, we present a framework for Surrogate Assisted Feature Extraction for Model Learning (SAFE ML). SAFE ML uses the elastic black box as a supervisor model to create an interpretable, yet still accurate glass box model. The main ... Read More
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