Akshay Narayan

About me

I am a Teaching Assistant and PhD candidate at SOC-NUS, working with Assoc. Prof. Leong, Tze Yun. I completed MTech from IIIT-Bangalore in 2012. Prior to MTech I worked with NetApp India Pvt., Ltd., for three years.

I am broadly interested in AI planning, sequential decision making and its applications. My current research is on transfer learning in reinforcement learning using model based approaches. I have explored areas of multi-objective reinforcement learning and hierarchical reinforcement learning during the first couple of years of PhD.

Previously I have worked in the area of cloud computing. Some of the projects include smart metering and chargeback as applied to cloud systems, incorporating power awareness in cloud metering (master's thesis project), workload analysis for virtual machine sizing and location in private clouds (research internship with Infosys labs, India) and QoS monitoring and response in cloud systems.

Some of the other projects I have worked on include building a simulation platform to test crowdsourcing algorithms (research internship with Xerox Research Center, India) and short text spam detection.

School of Computing, NUS
AI Lab 2 (Com 1 #01-09)
13 Computing drive
Singapore, 117417
anarayan[at]comp[dot]nus[dot]edu[dot]sg

Publications

Journal articles

Conference proceedings

Teaching

School of Computing, NUS
IIIT-Bangalore
  • CS110 Operating Systems: Semester 2, Academic Year 2011/12
  • PS102 Introductory Discrete Mathematics: Prep Semester, Academic Year 2011/12

Resume

You can find my resume here

Outside of academia

I love photography and never miss an opportunity to shoot :) Do check my flickr page

I follow PhD Comics and XKCD