Supriyo Chakraborty

Title: The Innovative Mind of Supriyo Chakraborty

Introduction

Supriyo Chakraborty is a distinguished inventor based in White Plains, NY, renowned for his remarkable contributions to the field of technology. With a total of 36 patents to his name, his work primarily focuses on advancing machine learning and deep learning methodologies. His innovative approach has made significant strides in creating interpretable models that bridge complex data and user understanding.

Latest Patents

Among his latest patents is a groundbreaking method titled "Using Disentangled Learning to Train an Interpretable Deep Learning Model." This invention outlines a system where an input set of complex data is processed through a deep learning model for feature extraction. The model generates a disentangled latent space of features, which provides semantically meaningful data to a low-complexity learning model. This ensures that the outputs, whether for classification or regression tasks, are inherently interpretable and reliable for end-users.

Another notable patent is the "Non-Iterative Federated Learning," which introduces techniques that enhance model training across decentralized data sources. This innovation includes receiving local models from various agents, generating synthetic datasets, and leveraging those datasets to produce outputs. The global model is then refined based on these outputs, representing a significant advancement in federated learning approaches.

Career Highlights

Supriyo has had an illustrious career, contributing his expertise to renowned companies like IBM and Maplebear Inc. His work in these organizations has facilitated the development of advanced technologies that have garnered attention in both academia and industry.

Collaborations

Throughout his career, Supriyo has collaborated with notable individuals such as Dinesh C. Verma and Mudhakar Srivatsa. These collaborations have fostered innovative research and development, further establishing his reputation as an influential inventor in the field.

Conclusion

Supriyo Chakraborty's inventive spirit and commitment to creating technology that enhances interpretability and efficiency in machine learning are commendable. With 36 patents under his belt and a fruitful career marked by significant collaborations, it is clear that he remains a vital contributor to the landscape of modern technology and innovation.