Company Filing History:
Years Active: 2022-2023
Title: Parth Gupta: Innovator in Key-Value Memory Networks
Introduction
Parth Gupta is a notable inventor based in Roorkee, India. He has made significant contributions to the field of technology, particularly in the area of predictive analytics through his innovative patents. With a total of 2 patents, Gupta is recognized for his work that combines machine learning with time-series data.
Latest Patents
Gupta's latest patents focus on the development of a key-value memory network designed for predicting time-series metrics of target entities. The first patent describes a system that implements a key-value memory network, which includes a key matrix with key vectors learned from training static feature data and time-series feature data. This system also features a value matrix with value vectors representing time-series trends, along with an input layer that receives concatenated input data for a target entity. The architecture of this network allows for the generation of predicted time-series data by applying a continuous activation function to the context vector and the input vector.
The second patent further elaborates on the use of key-value memory networks to predict time-series data. It details a computing system that retrieves static feature data and target time-series feature data for a target entity. The system normalizes the target time-series feature data and generates input data by concatenating the static feature data, normalized time-series feature data, and time-specific feature data. This innovative approach enables the generation of predicted time-series data for the target metric of the target entity.
Career Highlights
Parth Gupta is currently employed at Adobe, Inc., where he applies his expertise in machine learning and data analytics. His work at Adobe has allowed him to further develop his skills and contribute to cutting-edge projects in the tech industry.
Collaborations
Gupta collaborates with talented individuals such as Ayush Chauhan and Shiv Kumar Saini. Their teamwork fosters an environment of innovation and creativity, leading to advancements in their respective fields.
Conclusion
Parth Gupta is a distinguished inventor whose work in key-value memory networks has the potential to revolutionize predictive analytics. His contributions to the field are noteworthy, and his ongoing work at Adobe, Inc. continues to push the boundaries of technology.