emtiyaz [at] gmail.com [or] emtiyaz.khan [at] riken.jp Mastodon ORCID
My current research focuses on the development of sustainable and transparent Artificial Intelligent (AI) systems. The goal is twofold: one, to break free from heavy dependence on extremely large data sets, computations, and energy sources, and two, to build systems with transparent functionalities. I hope to achieve these goals by developing AI systems that can learn via quick and continual adaptation, similarly to humans and animals.
I use techniques from a wide variety of fields, such as deep learning, statistics, and optimization, covering both theoretical and practical tools. Over the years, my research has consistently shown that Bayesian principles provide promising ways to address this problem. I have enjoyed this journey and have had my own (personal) breakthroughs along the way. I enjoy making progress towards my goal, one day at a time. I do this because I believe in slow and rigorous scientific process that aims to add value to existing knowledge. I care deeply about people and am committed to promoting well-being, inclusion, diversity, equity, privacy, and justice in society.
For details of my research activities, see the following pages,
We are thankful for the following funding (rough approximation because of inflation),