Jayeeta Mondal

Title: Innovations by Jayeeta Mondal

Introduction

Jayeeta Mondal is an accomplished inventor based in Kolkata, India. She has made significant contributions to the field of deep learning and artificial intelligence. With a total of two patents to her name, her work focuses on optimizing deep learning models for embedded systems.

Latest Patents

Jayeeta's latest patents include innovative methods for enhancing the efficiency of deep learning models. One patent addresses the combining of compression, partitioning, and quantization of deep learning models for fitment in hardware processors. This method is crucial for creating small and compact deep learning models necessary for embedded AI applications across various domains. It tackles the challenge of transforming already trained models for deployment in ensemble embedded systems, particularly when dealing with limited data for transfer learning. The method also considers the trade-offs between accuracy, latency, and power, ensuring optimal performance on hardware platforms like FPGAs and System-on-Chips.

Another patent focuses on an integrated deep learning model for cooperative and cascaded inference on edge devices. This model utilizes a strong classifier trained on widely available datasets and a weak localizer trained on scarce datasets. The classifier detects objects, such as fire, in input frames, while the localizer is triggered only for frames classified as containing fire. This innovative approach addresses the technical challenges of deploying integrated deep learning models on edge devices, achieving a balance between latency and accuracy in object classification and localization.

Career Highlights

Jayeeta Mondal is currently employed at Tata Consultancy Services Limited, where she continues to push the boundaries of technology in her field. Her work has garnered attention for its practical applications and innovative solutions in deep learning.

Collaborations

Jayeeta collaborates with talented individuals such as Swarnava Dey and Arpan Pal, contributing to a dynamic work environment that fosters innovation and creativity.

Conclusion

Jayeeta Mondal's contributions to deep learning and artificial intelligence exemplify her commitment to advancing technology. Her patents reflect her innovative spirit and dedication to solving complex challenges in the field.