Education

Experience

Singapore Armed Forces - Deputy Manpower Officer (Lieutenant)

October 2022 - March 2023

  • Responsible for all manpower matters in a battalion of 500 people

London School of Economics and Political Science(LSE) - Research Assistant

January 2021 - September 2021

  • RA to Ethan Ilzetzki, Associate Professor at LSE and Centre of Macroeconomics
  • Assisted with data analysis
  • Ran and wrote code for value iteration functions in Matlab and Python
  • Created data engineering pipeline to clean and extract historical data using Selenium and regex.

LSE Student Union(LSESU) Data Science Soceity - Head of Projects

July 2020 - Apr 2021

  • Lead teams in completing end-to-end data science projects
  • Responsible for recruitment and monitoring of developers
  • Sought partnerships with external companies

Singapore Department of Statistics - Intern

July 2020 - Sep 2020

  • Contributed to literature on synthetic data by introducing a comparative metrics framework that comprehensively and systematically evaluates the quality of synthetic data; uploaded code into R package
  • Addressed gap in literature on the practical and systematic implementation of metrics
  • Coded mathematical algorithms (e.g. Ratio of Counts, Differential Correct Attribution Probability) into functions in R
  • Authored findings and recommendations into a presentation and 18 page report -- drastically reduced synthesis time from hours to seconds

Quicket, Cape Town, South Africa - Data Science Intern

July 2019 - Aug 2019

  • Pioneered the first data analytics team in one of the fastest growing ticketing companies in South Africa & Africa
  • Used R to analyse growth patterns of the company and identify aspects and regions to focus in - visualisations and insights used by the CEO for investor presentations

Singapore Armed Forces - Logistics Officer(2nd Lieutenant)

July 2019 - Aug 2019

  • Oversee welfare and day-to-day operations of a platoon of 50 men - won the Best Node Award
  • Proficient with logistical operations of the army through training as a Logistics Officer
  • Represented the transport formation (2000 men) in holding the Regimental Colours
  • Organised a battalion-wide event for 300 men

University Grades

MA231 Operations Research
93 / 100
ST102 Elementary Statistical Theory
90 / 100
ST310 Machine Learning
90 / 100
Machine Learning
89.23 / 100
Ethics, Privacy, AI in Society
81.81 / 100
Symbolic Artificial Intelligence
81.59 / 100
Python Programming
80.25 / 100
EC221 Principles of Econometrics
80 / 100
ST202 Probability
79 / 100
ST308 Bayesian Inference
79 / 100
EC210 Macroeconomics
77 / 100
Group Project
76.78 / 100
Masters Dissertation
76 / 100
EC201 Microeconomics
76 / 100
EC331 Quantitative Thesis
76 / 100
Computer Vision
75.4 / 100
MA100 Mathematical Methods
75 / 100
Deep Learning
74.56 / 100
Reinforcement Learning
73.42 / 100
Natural Language Processing
70 / 100
EC102 Economics B
70 / 100
Robot Learning and Control
67.88 / 100
EC333 Applied Econometrics
66 / 100