Prerna Agarwal

Title: Prerna Agarwal: Innovator in Process Mining and Machine Learning

Introduction

Prerna Agarwal is a distinguished inventor based in New Delhi, India. She has made significant contributions to the fields of process mining and machine learning, holding a total of 5 patents. Her innovative work focuses on enhancing the efficiency of asynchronous support conversations and optimizing machine learning model execution.

Latest Patents

One of her latest patents is titled "Process mining asynchronous support conversation using attributed directly follows graphing." This invention provides a computer-implemented method, system, and computer program product for process mining asynchronous support conversations. The method involves collecting a plurality of conversation threads from an asynchronous data stream and labeling each utterance with an event label. The processor analyzes these event labels and generates an attributed directly follows graph (DFG) based on the analysis.

Another notable patent is "Interactive augmented reality based optimization of machine learning model execution on hybrid cloud." This invention outlines a method for cloud service brokerage that includes receiving a data set and user-defined contextual parameters related to a machine learning problem. It identifies resource requirements and available resources, enabling user configuration of contextual parameters in an interactive augmented reality view. The method also implements an optimized load distribution model for executing computing tasks within identified clusters.

Career Highlights

Prerna has worked with prominent companies such as IBM and Kyndryl, Inc. Her experience in these organizations has allowed her to develop and refine her innovative ideas in technology and machine learning.

Collaborations

Throughout her career, Prerna has collaborated with talented individuals, including Manjit Singh Sodhi and Sri Harsha Varada. These collaborations have contributed to her success and the advancement of her projects.

Conclusion

Prerna Agarwal is a remarkable inventor whose work in process mining and machine learning continues to impact the industry. Her innovative patents and collaborations highlight her dedication to advancing technology and improving efficiency in various applications.