Sambaran Bandyopadhyay

Title: Innovator Spotlight: Sambaran Bandyopadhyay

Introduction

Sambaran Bandyopadhyay is a prominent inventor based in Bengaluru, India, with a notable portfolio of ten patents to his name. His innovative contributions are significant in the field of machine learning and software development, showcasing his expertise in generating task-specific training data and refactoring monolithic applications.

Latest Patents

Among his latest patents, Sambaran has developed techniques for generating machine learning training data that corresponds to specific downstream tasks. This invention involves a computer-implemented method that generates synthetic data instances aimed at training machine learning models. The method assesses the value of each synthetic data instance concerning at least one task, subsequently generating additional synthetic data based on these values.

Another key patent is centered on constraints-based refactoring of monolithic applications using attributed graph embeddings. This methodology outlines a computer-implemented process that analyzes the source code of monolithic applications to identify both structural and behavioral features. A graphical representation of the application is created, linking various software modules and their relationships. The innovation includes the identification of constraints within this graph structure, allowing for the clustering of nodes using a convolutional neural network. This ultimately facilitates the output of candidate microservices for refactoring the monolithic application.

Career Highlights

Sambaran has contributed his expertise to renowned organizations. He has worked at International Business Machines Corporation (IBM), where he engaged in innovative research and development projects. Additionally, he has been associated with Universiti Brunei Darussalam, further enhancing his experience and influence in the field.

Collaborations

Throughout his career, Sambaran has collaborated with distinguished professionals, including Vijay Arya and Rajendu Mitra. These collaborations have allowed him to leverage shared knowledge and expertise, driving impactful innovations within his projects.

Conclusion

Sambaran Bandyopadhyay exemplifies the spirit of innovation with his impressive array of patents and contributions in machine learning and application development. His work not only advances technology but also inspires upcoming inventors in the field. With a solid foundation in research and collaboration, Sambaran continues to make significant strides in enhancing software solutions for complex problems.