Harpreet Singh

Title: Harpreet Singh: Innovator in Machine Learning and Failure Mode Analytics

Introduction

Harpreet Singh is a notable inventor based in Fremont, California. He has made significant contributions to the field of machine learning, particularly in the area of failure mode analytics. With a total of three patents to his name, Singh is recognized for his innovative approaches to training and validating models in machine learning pipelines.

Latest Patents

One of Harpreet Singh's latest patents focuses on failure mode analytics. This patent provides a system and method for training and validating models in a machine learning pipeline specifically designed for failure mode detection. The machine learning pipeline includes an unsupervised training phase, a validation phase, and a supervised training and scoring phase. The method involves receiving a request to create a machine learning model for failure mode detection associated with an asset. It also includes retrieving historical notification data of the asset and generating an unsupervised machine learning model through unsupervised learning on the historical notification data. This unsupervised learning process identifies failure topics from text included in the historical notification data and maps these identified failure topics to a plurality of predefined failure modes for the asset. The generated unsupervised machine learning model is then stored via a storage device.

Career Highlights

Harpreet Singh is currently employed at SAP SE, where he continues to develop innovative solutions in machine learning. His work has been instrumental in advancing the capabilities of failure mode analytics, making significant impacts in various industries.

Collaborations

Some of Harpreet Singh's coworkers include Lukas Carullo and Patrick Brose. Their collaborative efforts contribute to the innovative environment at SAP SE, fostering advancements in technology and machine learning.

Conclusion

Harpreet Singh stands out as an influential inventor in the realm of machine learning and failure mode analytics. His contributions through patents and his work at SAP SE highlight his commitment to innovation and excellence in technology.