I am a first year MS - Ph.D. student in the Complex Resilient Intelligent Systems (CRIS) laboratory under the guidance of Professor Venkat Venkatasubramanian at Columbia University in the City of New York.
As a materials engineering major from IIT Madras, I have been captivated by how complex materials contribute to the progress of society. This sheer art of the evolution of materials, which commences with thoughtful design, is then supported by the use of simulations and mathematical modeling, considering diverse characterization and thermodynamic aspects. Picturing myself engaging in modeling to synthesize new materials, I recognize the significant utility of models like neural networks. Through my proficiency in neural networks, I have also acknowledged the limitations of these models in conveying the level of influence each material property has on the characteristics of a material. This question has become my research motivation, as I aim to bridge this gap by exploring the relationship between features and architecture.
My current research focuses on modeling the semantic space of the LLM and engineering a new concept called Large Knowledge Models (LKMs). This includes ongoing research on Neural Networks and their LogNormal properties.