CHICAGO, June 22, 2023 — InRule Technology, an intelligence automation company that provides integrated decision-making, machine learning, and process automation software for enterprises, announced downsampling and downsampling integrated into its suite of machine learning modeling engines. Announced the inclusion of model calibration to enable faster model creation. without sacrificing interpretability of model output.
InRule’s downsampling capabilities reduce the overall size of the data set, reducing the cloud cost of model operations infrastructure, while allowing teams to use machine learning (ML) models better when working with data sets where prediction targets occur infrequently. You will be able to train quickly.
As a complement to integrated downsampling, InRule Machine Learning users can now take advantage of the new model calibration feature before deploying the model. Incorporating model calibration allows the user to recalibrate the model’s reliability output to real-world incidence rates, improving practicality and interpretability by adjusting for skewness from downsampled data sets. .
InRule Machine Learning Product Manager Danny Shayman said: “Many of our customers’ most common use cases involve data sets with very high class imbalance, and this paired feature allows us to scale our models while maintaining full interpretability. Training time is greatly reduced.”
To learn more about InRule Machine Learning or request a free trial, visit inrule.com.
About InRule technology
InRule Technology is an intelligence automation company that provides enterprises with integrated decision making, machine learning and process automation software. The InRule Intelligence Automation Platform increases productivity and drives revenue by empowering IT and business leaders to make better decisions faster, operationalize machine learning, and improve complex processes. , deliver better business outcomes. Over 500 organizations worldwide rely on his InRule for mission-critical applications. InRule Technology has delivered measurable results to business and IT since 2002. Learn how to enable automation at inrule.com.
Source: InRule Technology
