The automation of the development of classification models and improvement of model quality using feature engineering techniques

•We showed the versatility of our framework for rapid model deployment.•We created classification models for the HRMS data and aimed to find the best one.•We implemented a framework for automatically generating classification models.•We showcased the applicable feature engineering techniques within this framework.•We demonstrated the ways to improve model quality using this automation framework.