We do these things not because they are easy, but because we thought they were going to be easy.

Time-Series Synthetic Data Generation (Internship at Govtech)

Spring 2025

I explain some of the highlights of my internship projects as a Research Engineer at Govtech.



Building a Vision Transformer (ViT) from scratch

Spring 2025

In this project, I build a Vision Transformer for image classification.



Building the Self-Attention Mechanism from scratch

Spring 2025

In this project, I build the basic self-attention mechanism (used in large language models) to calculate the attention scores of an input sentence.



Building Long Short Term Memory (LSTM) from scratch

Spring 2025

In this project, I build a LSTM-based model using Pytorch and some math, and we will compare its performance against our previous RNN model in generating sentences.



Building a Recurrent Neural Network (RNN) from scratch

Spring 2025

In this project, I build a RNN using only NumPy and some math, and it will be used to generate text.



Building a Neural Network from scratch

Fall 2024

In this project, I build an image classifying neural network using only NumPy and some math.



Image Compression Algorithms using Singular Value Decomposition & Fourier Transform

Fall 2024

In this project, I study the effectiveness of Singular Value Decomposition and the Fourier Transform on image compression tasks.



My Hardware Engineering Portfolio

Spring - Summer 2024

This is a PDF file that succinctly communicates my mechanical + robotics hardware portfolio



8-bit Breadboard Computer

Spring - Summer 2024

Engineered and modified an 8-bit bus organized computer based on the SAP-1 design / Von-Neumann architecture, including the Arithmetic Logic Unit, Program Counter, RAM, IR & more.



Hardware Systems Engineering (Internship at Mill Industries)

Spring - Winter 2023

Grinder motor design, pneumatically-actuated factory test fixtures, automated sensor data collection, experimentation & analysis systems.



Stanford Wildfire Hackathon

Summer 2023

Algorithm design for wildfire tracking with crowdsourced geospatial phone data.



UC Berkeley AI Hackathon

Summer 2023

Smart glasses that served as an IOT-enabled travel companion & guide for the visually impaired.



NUS Sustainable Innovation Competition - 1st Place

Summer 2022

Engineered a product to turn used medical face masks into vacuum cleaner filters.



International Space Challenge 2022 - 2nd Place

Summer 2022

Designed a novel high-voltage energy generator for a satellite to harness energy from electrons in the Van Allen's Belt region.



James Dyson Award Competition

Summer 2022

Designed an origami-style folding plastic lunchbox to combat plastic waste from takeout food.



Drone mechanical design (Internship at Performance Rotors)

Summer 2021

Mechanical design and engineering of custom-built drones for data-acquisition in GPS-denied & confined space environments.



3-D Printed Gesture Tracking Robot Hand

Summer 2021

Robot hand that replicates a user's hand gestures using computer vision.