Code
To support reproducible research and adapt the methods for your own work, the open-source implementations are available in the GitHub repositories below.
Research Code
https://github.com/PanyiDong/InsurAutoML
Open-source Automated Machine Learning (AutoML) framework tailored for the insurance domain, automating data preprocessing, hyperparameter optimization, and imbalance learning. Also powers the Informed Data Preparation Pipeline (IDPP) and InformedAutoML.
https://github.com/PanyiDong/InsurTech_NLP
Natural Language Processing toolkit for insurance analytics: sentiment-based rating de-biasing, neural embeddings for high-cardinality business categories, and unsupervised NAICS industry classification with LDA and RAKE.
