Bharath Venkatesh

Title: Innovations by Bharath Venkatesh

Introduction

Bharath Venkatesh is an accomplished inventor based in Bengaluru, India. He has made significant contributions to the field of technology, particularly in the areas of natural language processing and machine learning. With a total of three patents to his name, Bharath has demonstrated his expertise and innovative spirit.

Latest Patents

Bharath's latest patents include a "Natural Language Interface to Databases." This invention discloses various approaches for providing a natural language interface for searching databases. A natural language query is parsed to identify a plurality of tokens. At least one operator is identified with a machine-learning model based at least in part on the plurality of tokens. Next, at least one attribute and at least one respective attribute value are identified with a machine-learning model based at least in part on the plurality of tokens. Then, at least one constraint is identified with a machine-learning model based at least in part on the plurality of tokens. Finally, a machine language query is generated based at least in part on the at least one operator, the constraint(s), the attribute(s), and the respective attribute value(s). Another notable patent is "Scalable Clustering for Mixed Machine Learning Data." This invention identifies a number of attributes of different attribute types to assign observation records of a data set to clusters. Attribute-type-specific distance metrics for the attributes are selected, which can be combined to obtain a normalized aggregated distance of an observation record from a cluster representative. One or more iterations of a selected clustering methodology are implemented on the data set using resources of a machine learning service until targeted termination criteria are met.

Career Highlights

Bharath has worked with prominent companies such as Amazon Technologies, Inc. and American Express Travel Related Services Company, Inc. His experience in these organizations has allowed him to hone his skills and contribute to various innovative projects.

Collaborations

Some of Bharath's notable coworkers include Gourav Roy and Amit Chandak. Their collaboration has likely fostered an environment of creativity and innovation.

Conclusion

Bharath Venkatesh is a notable inventor whose work in natural language processing and machine learning has led to significant advancements in technology. His patents reflect his innovative approach and dedication to improving how we interact with databases and data clustering.