This inventor holds 9 USPTO granted patents. Top assignee: Honeywell International Inc.. Active years: 2004-2006.
Company Filing History:
Years Active: 2004-2006
Title: Ravindra K Shetty: Innovator in Machine Learning Technologies
Introduction
Ravindra K Shetty is a prominent inventor based in Bengaluru, India. He has made significant contributions to the field of machine learning, particularly in enhancing data processing techniques. With a total of 9 patents to his name, Shetty's work focuses on improving the performance of artificial neural networks.
Latest Patents
One of his latest patents is titled "Distribution theory based enrichment of sparse data for machine learning." This innovative technique aims to enrich sparse data for machine learning applications, such as supervised artificial neural networks. The process involves receiving sparse data and enriching it around a deviation of the mean using a predetermined distribution. The enriched data is then outputted to enhance performance during machine learning tasks.
Another notable patent is "Combinatorial approach for supervised neural network learning." This technique addresses the dimensionality of data received for machine learning. It utilizes Principal Component Analysis to reduce dimensionality, thereby enhancing performance. The method specifies the neural network architecture and initializes weights to connect the reduced data with predicted values. The learned neural network is validated with known values and is utilized for accurate predictions.
Career Highlights
Ravindra K Shetty is currently employed at Honeywell International Inc., where he continues to develop innovative solutions in machine learning. His expertise in the field has positioned him as a key contributor to advancements in technology.
Collaborations
Throughout his career, Shetty has collaborated with talented individuals such as Venkatesan Thyagarajan and Ashwin Kumar. These collaborations have further enriched his work and contributed to the success of various projects.
Conclusion
Ravindra K Shetty's contributions to machine learning and data processing are noteworthy. His innovative patents and career at Honeywell International Inc. highlight his commitment to advancing technology. Shetty's work continues to influence the field and pave the way for future innovations.