Parth Gupta

Title: Parth Gupta: Innovator in Machine Learning and Database Technologies

Introduction

Parth Gupta is a notable inventor based in Gandhinagar, India. He has made significant contributions to the fields of machine learning and database technologies. With a total of 3 patents to his name, Gupta's work focuses on addressing complex challenges in database query retrieval and seasonal relevance modeling.

Latest Patents

Gupta's latest patents include innovative systems and methods designed to enhance database keyword searches. One of his key inventions is a cold start machine learning-based database query retrieval system. This system addresses cold-start problems by generating machine-learned values for new items and queries based on historical signals from existing items and queries. The values serve as inputs in a ranking model, which ranks search results for user queries. This approach predicts user engagement with new item-query pairs and increases their visibility, allowing for the accumulation of user interaction data. After additional user interactions, the values are updated using a Bayesian formula.

Another significant patent focuses on modeling seasonal relevance for online search. This invention involves receiving a first query or item comprising text and using a language model to generate token embeddings. A neural network predicts a seasonal relevance vector based on the similarity between the text of the first query and other queries for which monthly concentration data is available. The output includes a seasonal relevance score for each month of the year, enhancing the effectiveness of online search.

Career Highlights

Parth Gupta has worked with prominent companies in the technology sector, including Amazon Technologies, Inc. and A9.com, Inc. His experience in these organizations has allowed him to develop and refine his innovative ideas in machine learning and database technologies.

Collaborations

Gupta has collaborated with talented individuals in his field, including Haode Yang and Dan Bu. These collaborations have contributed to the advancement of his research and inventions.

Conclusion

Parth Gupta is a distinguished inventor whose work in machine learning and database technologies has led to valuable innovations. His patents reflect a deep understanding of complex problems and a commitment to enhancing user experiences in database query retrieval.