I am a first-year Ph.D. student at School of Computing, National University of Singapore under the supervision of Prof. Bryan Kian Hsiang Low. As part of my Ph.D. research work, I am interested in studying benefits of knowledge sharing among group of learners (bandits, RL agents or basic function approximators) and finding ways to leverage it for speeding up learning. Non exhaustive range of topics I am interested in : Social Choice Theory, Multi-agent Learning, Reinforcement Learning, Optimization algorithms.
As part of MapleCG lab, I am being advised by Prof. Bryan Kian Hsiang Low.Aug 2019 - Present
Contributed to an experimental Compiler for Chainer ML framework.May 2019 - Aug 2019
Worked on demand prediction for assisting Eat.Fit kitchens’ inventory procurement.Apr 2019 - Jun 2019
As part of Machine Teaching group, I explored application of Social Choice Theory in context of Knowledge Sharing in Q-learning.Nov 2018 - Feb 2018
Helped maintain and develop an amazon wide fraud detection service as part of Transaction Risk Management Team.Jul 2018 - Nov 2018
Developed platform for tracking and modifying configuration changes in fraud check pipelines.May 2017 - Jul 2017
Explored efficient type-reduction techniques for Multidimensional Type-2 Fuzzy sets.May 2016 - Jul 2016
Organized events, conducted hackathons, guided student projects.Mar 2016 - Jul 2017
Bachelor Thesis: Optimal Swarm RL: An Improved Deep Exploration Strategy.Jul 2014 - Jun 2018
I am helping improve an experimental compiler for transforming Chainer ML models to Open Network Neural Exchange (ONNX) representation. My contributions so far include support for python dictionary datatype, python syntax like continue, break, with, return, etc. and support for python builtins such as len(), sum(), etc.