Company Filing History:
Years Active: 2025
Title: Umanga Bista: Innovator in Training Data Generation
Introduction
Umanga Bista is a notable inventor based in Southbank, Australia. He has made significant contributions to the field of machine learning, particularly in the area of training data generation for embedding models. His innovative approach has the potential to enhance the performance of various systems that rely on fine-tuning embedding models.
Latest Patents
Umanga Bista holds a patent titled "Training data generation to facilitate fine-tuning embedding models." This patent outlines techniques for generating training data that includes anchor utterances. From these anchor utterances, positive and negative utterances are generated, forming tuples that are essential for creating embeddings. The fine-tuned embedding model can then be deployed to improve system performance.
Career Highlights
Umanga Bista is currently employed at Oracle International Corporation, where he applies his expertise in machine learning and data generation. His work at Oracle has allowed him to collaborate with other talented professionals in the field, further advancing the company's innovative projects.
Collaborations
Some of Umanga Bista's coworkers include Vladislav Blinov and Mark Edward Johnson. Their collaborative efforts contribute to the development of cutting-edge technologies and solutions within the organization.
Conclusion
Umanga Bista's contributions to the field of training data generation exemplify the importance of innovation in machine learning. His patent and work at Oracle International Corporation highlight his role as a key player in advancing technology.