Khiops: An End-to-End, Frugal AutoML and XAI Machine Learning Solution for Large, Multi-Table Databases

Khiops is making waves in the machine learning community with its innovative approach to handling large, multi-table databases. This open-source tool leverages a unique Bayesian method, which has garnered significant academic attention, resulting in over 20 publications. Its ability to provide predictive measures of variable importance through advanced techniques like discretisation for numerical data and value clustering for categorical data sets it apart. This development is crucial as it enhances the accessibility and efficiency of machine learning for researchers and practitioners alike.