My Recent Works

My projects act as a gatweway for me to tinker with the latest tools across different domains. Through my projects, I have had the opportunity to use tools across fields such as Data Science, Software Engineering and Cloud Computing.



Data Science

Sentiment AnalysisText Classification
[Data] Opinions.ai

Working with MinDef to build a SaaS that performs topic modelling to classify articles into different buckets and performs sentiment analysis (using the ASTE model) on the same to detrmine the sentiment of the public towards each cluster.

Sep 2021 - Dec 2021
Time Series AnalysisData Pipeline
Cryptocurrency Exchange Tracker

Leveraged the Google Cloud Platform to track cryptocurrency trades from globally scattered exchanges such as BitFinex, Binance etc. in real time and predict future trends of prices in microseconds by perfroming time series analysis.

Mar 2020 - Apr 2020
Time Series AnalysisFirestore
Food Court Occupancy Tracker

Utilized numerous IR sensors to collect data corresponding to the occupancy rate of the food court at different times and trained a time series forecasting model on the collected data to predict occpancy of the food court in the future.

Jan 2020 - Mar 2020
MATLABBig DataStatistics
Optimizing Dimensionality Reduction

Developed Hashing Algorithms and experimented with different estimators with Conditional Random Sampling (CRS) to optimize dimensionality reduction i.e.) reduce the space complexity that occurs when working with big data.

Sep 2019 - Feb 2020
Neural NetworksRNNLSTM
Music Generator

Developed a Continuous Recurrent Neural Network with adverserial training (C-RNN-GAN) and implemented the Long Short Term Memory (LSTM) architecture to develop a deep learning model that could produce random and short notes of music.

Sep 2019 - Dec 2019


Software Engineering

ReactRuby on RailsGCPFirestore
[SWE] Opinions.ai

Working with MinDef to build a tool to understand public opinions through an interactive dasboard that uses React for the frontend, Ruby on Rails for the backend and GCP to run serverless functions that don't need to be run very often.

Sep 2021 - Dec 2021
ReactHTMLCSS
Portfolio Website

The very website that you are on now! This portfolio website documents my journey in the world of Data Science and Software Engineering. It is a Single-page Application (SPA) that was developed using React, HTML and a whole lot of styling.

Oct 2021 - Nov 2021
ReactNodeJsPostgreSQLAWS
Audit-n-go

Worked with SingHealth to digitally transform the process of conducting audits by developing a web application using React, Node.js and PostgreSQL and leveraged AWS to store images (S3 buckets) and deploy the application (EC2).

Jan 2021 - Apr 2021
ReactNodeJSNoSQLHeroku
Stock Control

Designed and developed a web application and created RESTful APIs using MongoDB, Express, Node.js and React (the MERN stack) to aid clients with Inventory Management and deployed the web-based application on Heroku.

Oct 2020 - Dec 2021
Vue JSPythonDjangoPostgreSQL
Job Aggregator

Built a web application using Vue.js that would scrape through job search websites for certain keywords and display the same in a tabulated manner. Aditionally, I also set up a cron job that would scrape the websites on a periodic basis.

Sep 2020 - Dec 2020
Android SDKFlaskNoSQLOOP
Plent (Smart Event Planner)

Developed Plent (the one stop school events app for students and organizers), an android based mobile applcation using the Android SDK, Flask and MongoDB (NoSQL) all while following the Object Oriented Programming (OOP) paradigm.

Sep 2020 - Dec 2020