Company Filing History:
Years Active: 2018-2019
Title: Innovations of Tarun Agarwal
Introduction
Tarun Agarwal is an accomplished inventor based in Seattle, WA. He has made significant contributions to the field of machine learning and automated service agents. With a total of 3 patents, his work reflects a commitment to advancing technology and improving user experiences.
Latest Patents
One of Tarun's latest patents is titled "Optimized decision tree based models." This invention involves generating representations of decision tree nodes during the training phase of a machine learning model. These representations are stored in depth-first order on persistent storage. A predictive utility metric (PUM) value is determined for the nodes, indicating their expected contributions to the model's predictions. Based on the PUM value, a particular node can be selected for removal, leading to a modified tree that enhances prediction accuracy.
Another notable patent is the "Language based solution agent." This invention discloses various embodiments for an automated service agent that processes natural language inputs from clients. The inputs, along with other data, are analyzed using machine learning models to identify the intents reflected in the language. The workflow state is updated accordingly, and responses are communicated to the client to facilitate progress in the workflow.
Career Highlights
Tarun Agarwal is currently employed at Amazon Technologies, Inc., where he continues to innovate and develop cutting-edge technologies. His work at Amazon has allowed him to explore various aspects of machine learning and artificial intelligence, contributing to the company's mission of enhancing customer experiences.
Collaborations
Some of Tarun's notable coworkers include Leo Parker Dirac and Vikas Seshagiri Rao Bhardwaj. Their collaboration fosters a creative environment that encourages innovation and the development of new ideas.
Conclusion
Tarun Agarwal's contributions to the fields of machine learning and automated service agents demonstrate his expertise and commitment to innovation. His patents reflect a forward-thinking approach that continues to shape the future of technology.