Gautam Singaraju

Title: Gautam Singaraju: Innovator in Knowledge Graphs and Natural Language Processing

Introduction

Gautam Singaraju is a prominent inventor based in Dublin, California, known for his significant contributions to the fields of knowledge graphs and natural language processing. With a total of 16 patents to his name, he has made remarkable strides in enhancing machine learning and data management techniques.

Latest Patents

One of Gautam's latest patents is titled "Techniques for building a knowledge graph in limited knowledge domains." This invention focuses on constructing customized knowledge graphs by extracting entities and relations from user datasets based on specific rules. The process involves generating a seed graph and traversing large-scale knowledge graphs to identify candidate entities and relations for inclusion. A priority function is utilized to select the most relevant entities and relations, ultimately creating a tailored knowledge graph.

Another notable patent is "Out-of-domain data augmentation for natural language processing." This method enhances a training set of utterances for machine learning models by incorporating out-of-domain examples. The augmentation process includes generating a dataset of out-of-domain examples, filtering them, and determining their difficulty values. The machine-learning model is then trained using these augmented batches, following a curriculum training protocol to improve its performance.

Career Highlights

Gautam Singaraju is currently employed at Oracle International Corporation, where he continues to innovate and develop cutting-edge technologies. His work has significantly impacted the way knowledge is structured and processed in various applications.

Collaborations

Gautam collaborates with talented individuals such as Vishal Vishnoi and Crystal C Pan, contributing to a dynamic and innovative work environment.

Conclusion

Gautam Singaraju's contributions to knowledge graphs and natural language processing exemplify his dedication to advancing technology. His innovative patents and collaborative efforts at Oracle International Corporation highlight his role as a leading inventor in the tech industry.