Company Filing History:
Years Active: 2025
Title: Innovations by Santosh Kumar Patro
Introduction
Santosh Kumar Patro is an accomplished inventor based in Lynnwood, WA (US). He has made significant contributions to the field of machine learning, particularly in the development of innovative neural network models. His work is characterized by a focus on continuous learning and the optimization of machine learning processes.
Latest Patents
Santosh Kumar Patro holds 1 patent for his invention titled "Continuous learning for machine learning models." This patent describes a system where a first neural network (NN) model generates labels for training a second NN model. The second NN model operates on multiple different devices, such as decentralized user and edge devices. The system utilizes a 'teacher' model to process data received from these devices, generating a labeled dataset. This dataset is then used by a “student” model to calculate gradient data for updating the student model. The system also validates the updated student model to ensure improved performance when processing both newly received and historical data. Once validated, the updates are distributed to the devices.
Career Highlights
Santosh Kumar Patro is currently employed at Amazon Technologies, Inc., where he continues to innovate and contribute to advancements in machine learning technologies. His work at Amazon has positioned him as a key player in the development of cutting-edge solutions that enhance the capabilities of neural networks.
Collaborations
One of his notable coworkers is Ariya Rastrow, with whom he collaborates on various projects within the realm of machine learning and artificial intelligence.
Conclusion
Santosh Kumar Patro's contributions to the field of machine learning through his innovative patent demonstrate his expertise and commitment to advancing technology. His work not only enhances the functionality of neural networks but also paves the way for future innovations in the industry.