Company Filing History:
Years Active: 2022
Title: Indranil Sur: Innovator in Machine Learning Technologies
Introduction
Indranil Sur is a prominent inventor based in Plainsboro, NJ (US). He has made significant contributions to the field of machine learning, particularly through his innovative patent that focuses on generative memory for lifelong machine learning.
Latest Patents
Indranil Sur holds a patent titled "Generative memory for lifelong machine learning." This patent discloses techniques for training machine learning systems. An input device receives training data comprising pairs of training inputs and training labels. A generative memory assigns training inputs to each archetype task of a plurality of archetype tasks, each archetype task representative of a cluster of related tasks within a task space and assigns a skill to each archetype task. The generative memory generates, from each archetype task, auxiliary data comprising pairs of auxiliary inputs and auxiliary labels. A machine learning system trains a machine learning model to apply a skill assigned to an archetype task to training and auxiliary inputs assigned to the archetype task to obtain output labels corresponding to the training and auxiliary labels associated with the training and auxiliary inputs assigned to the archetype task to enable scalable learning to obtain labels for new tasks for which the machine learning model has not previously been trained. Indranil Sur has 1 patent to his name.
Career Highlights
Indranil Sur is currently employed at SRI International, where he continues to develop and refine his innovative ideas in machine learning. His work has positioned him as a key figure in the advancement of technology in this field.
Collaborations
Some of his notable coworkers include Aswin Nadamuni Raghavan and Jesse Hostetler, who collaborate with him on various projects at SRI International.
Conclusion
Indranil Sur's contributions to machine learning through his patent and work at SRI International highlight his role as an influential inventor in the technology sector. His innovative approaches are paving the way for advancements in scalable learning systems.