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title
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2026-01-27 14:19:06
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Tanmay Gangwani Tanmay Gangwani I am an Applied Scientist at Amazon, working towards solving various user-centric problems via the application of machine learning concepts. I enjoy designing solutions that leverage academic and industrial research in the areas of reinforcement learning, deep learning, and natural language processing. I received my Ph.D. in Computer Science from the University of Illinois, Urbana Champaign , where I was advised by Prof. Jian Peng . My Ph.D. thesis focused on applied algorithms for deep reinforcement learning (RL). Concretely, I studied approaches that utilize expert demonstrations for RL (imitation learning), address the issues of exploration and sparse environmental rewards, and improve sample efficiency with the transfer-RL and meta-RL paradigms. Before this, my research was at the intersection of computer architecture and compilers. I earned my Master's degree from the same school, advised by Prof. Josep...
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