Jeet Dutta

Title: Jeet Dutta: Innovator in Deep Learning and Speech Recognition

Introduction

Jeet Dutta is a prominent inventor based in Kolkata, India. He has made significant contributions to the fields of deep learning and automatic speech recognition. With a total of 2 patents, his work focuses on developing innovative solutions for resource-constrained devices.

Latest Patents

One of Jeet Dutta's latest patents is titled "Integrated deep learning model for co-operative and cascaded inference on edge utilizing classifiers for input images." This invention provides a method and system for co-operative and cascaded inference on edge devices using an integrated deep learning model for object detection and localization. The model comprises a strong classifier trained on widely available datasets and a weak localizer trained on scarce datasets. This approach allows for efficient detection of objects, such as fire, in input frames while optimizing hardware-software partitioning to balance latency and accuracy.

Another notable patent is "Method and system for automatic speech recognition in resource constrained devices." This invention addresses the challenges of implementing automatic speech recognition techniques in edge devices, where low latency and privacy preservation are crucial. Jeet's architecture for a size-constrained neural network allows for flexibility in the number of feature blocks, achieving an accuracy-model size trade-off. The training method involves creating a dataset with short utterances, enabling the model to learn short-term dependencies effectively.

Career Highlights

Jeet Dutta is currently employed at Tata Consultancy Services Limited, where he continues to innovate and contribute to the field of technology. His work has garnered attention for its practical applications in real-world scenarios, particularly in the Internet of Things (IoT) sector.

Collaborations

Jeet collaborates with talented individuals such as Swarnava Dey and Jayeeta Mondal, enhancing the impact of his work through teamwork and shared expertise.

Conclusion

Jeet Dutta's contributions to deep learning and speech recognition demonstrate his commitment to advancing technology in resource-constrained environments. His innovative patents reflect a deep understanding of the challenges faced in these fields, making him a valuable asset to the tech community.