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About


I have expertise in machine learning, reinforcement learning, deep learning, foundation models, and data privacy. Currently, I am focused on my venture, Elementera, where we are developing an enterprise framework designed to comprehensively facilitate AI adoption for small to medium-sized businesses from start to finish. Before Elementera, my focus was on creating large-scale industrial machine learning systems using advanced reinforcement learning and deep learning techniques. I earned my PhD from Reasoning and Learning Lab at McGill and Mila under the supervision of Doina Precup. During my studies, I pioneered the development of privacy-preserving reinforcement learning algorithms and initiated the first generation of membership inference attacks against off-policy reinforcement learning systems.

Publications


You can view my full up-to-date list of publications here.

Research


  • Machine Learning
  • Foundation Models
  • Reinforcement Learning
  • Data Privacy