Prerna Makanawala

Title: Prerna Makanawala: Innovator in Machine Learning and Support Systems

Introduction

Prerna Makanawala is a distinguished inventor based in Mountain View, CA (US). She has made significant contributions to the field of machine learning and support systems, holding a total of six patents. Her innovative work focuses on enhancing usability and transparency in applications that utilize machine learning.

Latest Patents

One of her latest patents is titled "Applying scoring systems using an auto-machine learning classification approach." This patent discloses a method for improving the usability and transparency of machine-learning aspects in applications that provide various types of services. The process begins with a data readiness check performed on the underlying data associated with the application. Upon successful completion of this check, a configuration file is retrieved from an application server. This file specifies multiple keys for generating a machine-learned model for the application. The model is trained based on these keys and selected from a range of machine-learned models through dry runs. Ultimately, the model is activated for the application, and scores are identified from the underlying data items based on the selected model.

Another notable patent is "Predicting the severity of an active support ticket." This invention describes an issue tracking system capable of predicting the likelihood of an outcome of interest during the lifecycle of an active support ticket. The likelihood is represented as a severity index score. The system applies a predictive algorithm on the attributes of the active support ticket to generate this score. The choice of predictive algorithm depends on the outcome of interest, while the correlation factors used to configure the algorithm are based on previously completed support tickets.

Career Highlights

Prerna Makanawala is currently employed at SAP SE, where she continues to innovate and develop advanced solutions in her field. Her work has garnered attention for its practical applications and contributions to improving machine learning technologies.

Collaborations

Prerna collaborates with talented individuals such as Venkitesh Subramanian and Rei Kasai, enhancing her projects with diverse expertise and perspectives.

Conclusion

Prerna Makanawala is a remarkable inventor whose work in machine learning and support systems is paving the way for future innovations. Her patents reflect her commitment to improving technology and user experience in various applications.