Biography
Hi! I’m an Applied Scientist at Amazon. Previously, I had finished my Ph.D. at Oregon State University under supervision of Prof. Alan Fern. My research interest broadly lies in reinforcement learning (RL) and have researched explainability in artificial intelligence, model-based RL, planning, offline RL, abstractions and in-context policy improvement with transformer models. Currently, I investigate Large Language Models (LLMs) for code generation. If you are interested in my research or want to collaborate, please feel free to reach out.
- Artificial Intelligence
- Deep Reinforcement Learning
- Planning
- Representation Learning
Ph.D. in Computer Science, 2016 - 2022
Oregon State University
Thesis: Investigating Latent State and Uncertainty Representations in Reinforcement Learning
B.E. in Computer Science, 2010 - 2014
University of Mumbai
Experience
- Research and development of large language models for code generation.
- Research on planning and latent-state representation for reinforcement learning
- Research on safe reinforcement learning for systems
- Research on model-based reinforcement learning for control
- Research on multi-agent reinforcement learning
- Developed full-stack web-products for telecommunication space.
Research Papers
Academic Projects
