All Projects
Listed here is a non-exhaustive list of projects I have completed either by myself or with a team of engineers, which contain both academic and industry projects. Due to the nature of some work, I have excluded certain key values and names. However, I will still be showcasing the methodologies that I use within each of the projects.
Key projects have text in blue while other projects are purely black text
Aircraft Weight Prediction Model
Airplane weight is an important factor in determining the fuel required and carbon emissions, contributing to sustainability metrics for Boeing. This project focuses on finding the factors that affect the airplane weight and using them to predict weight accurately
Company
Boeing
Outcome
26% Improvement in Model Performance
End-to-end Machine Learning Pipeline for Computer Vision Models
Training machine learning models for underwater systems is hard to due the turbulent nature of the ocean. Poor visibility, limited compute resources and limited time in the water are the challenges that this project aims to solve.
Company
National University of Singapore
Outcome
70% Improvement in Model Performance, Model retraining time reduced from 1 week to 1 day
Sonar System Integration for 3D Point Cloud Generation
Generating accurate 3D underwater point clouds use complex sonar systems and require proper tuning of sonar parameters. This project aims to integrate the OEM sonar systems with the company’s simple UI for easy deployment.
Company
National University of Singapore
Outcome
10,000 dollar income revenue stream
Autonomous Underwater Inspection Software
Underwater inspection of marine structures using robotics systems is tedious for operators as they need to control both their own bodies and the robot’s in rough water conditions. This project aims to alleviate the operator’s stress by allowing the robot to conduct the inspection autonomously.
Company
National University of Singapore
Outcome
Slashed operational cost by 50,000 by increasing inspection speed by 4 times