Company Filing History:
Years Active: 2022-2023
Title: Soham De: Innovator in Neural Network Security
Introduction
Soham De is a prominent inventor based in London, GB. He has made significant contributions to the field of neural networks, particularly in enhancing their security. With a total of 2 patents, his work is paving the way for more robust artificial intelligence systems.
Latest Patents
Soham De's latest patents focus on training more secure neural networks by using local linearity regularization. These patents describe methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network. One of the methods involves processing each training input using the neural network and in accordance with the current values of the network parameters to generate a network output for the training input. The process includes computing a respective loss for each of the training inputs by evaluating a loss function. Additionally, it identifies, from a plurality of possible perturbations, a maximally non-linear perturbation. Finally, it determines an update to the current values of the parameters of the neural network by performing an iteration of a neural network training procedure to decrease the respective losses for the training inputs and to decrease the non-linearity of the loss function for the identified maximally non-linear perturbation.
Career Highlights
Soham De is currently employed at DeepMind Technologies Limited, where he continues to innovate in the field of artificial intelligence. His work is instrumental in developing advanced neural network training techniques that enhance security and efficiency.
Collaborations
Soham has collaborated with notable coworkers, including Chongli Qin and Sven Adrian Gowal. Their combined expertise contributes to the advancement of neural network technologies.
Conclusion
Soham De's contributions to neural network security through his innovative patents and work at DeepMind Technologies Limited highlight his role as a leading inventor in the field. His efforts are crucial in shaping the future of artificial intelligence.