Kiran Rama

Title: Kiran Rama: Innovator in Machine Learning and Performance Optimization

Introduction

Kiran Rama is a prominent inventor based in Bengaluru, India, known for his contributions to machine learning and automated systems. With a total of eight patents to his name, he has made significant strides in developing innovative methods and systems that enhance data processing and performance optimization.

Latest Patents

One of Kiran's latest patents is titled "Method and system to extract data dependencies for machine learning models." This invention focuses on techniques for anomaly detection using sparse judgmental samples. The process involves generating a plurality of tokens from a textual representation of a machine learning model through lexical analysis. Subsequently, an abstract syntax tree (AST) is created based on these tokens, which helps identify data dependencies within the model. The system can detect potential issues associated with data sources and send alert notifications accordingly.

Another notable patent is the "System and method for identifying and resolving performance issues of automated components." This invention describes a method for segmenting automated components into groups using a K-means clustering algorithm. By applying context rules, an initial set of centroids is selected, and performance rankings are generated based on performance feature values. This innovative approach allows for the effective classification and resolution of performance issues in automated systems.

Career Highlights

Kiran has worked with leading technology companies, including Microsoft Technology Licensing and Dell Products. His experience in these organizations has allowed him to refine his skills and contribute to cutting-edge projects in the field of technology.

Collaborations

Throughout his career, Kiran has collaborated with talented professionals, including Laurent Boué and Vijay Srinivas Agneeswaran. These collaborations have fostered a creative environment that has led to the development of impactful innovations.

Conclusion

Kiran Rama's work in machine learning and performance optimization showcases his dedication to advancing technology. His innovative patents and collaborations highlight his significant contributions to the field, making him a noteworthy inventor in today's tech landscape.