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Portfolio Projects

Not every project wins an award, but every project teaches a lesson. Here is the full collection of experiments, tools, and solutions I’ve engineered.

Virtual Veteran: AI-Powered Organisation Memory

Young ESOMAR Society Award

Singapore Sign Language Detection

National Day Rally Analysis

From Rail to Real Estate: Award winning Tableau Dashboard

Topic Modelling of Song Lyrics to Predict Billboard Longevity

Birdhouse: Data-driven Senior Care Monitoring

SmartSaver: Bank Calculator Tool

June 3, 2025

Virtual Veteran: AI-Powered Organisation Memory

Built an AI-powered chatbot that preserves and makes accessible organizational knowledge from email archives

  • Role

    Data Scientist

  • Tech

    Python, Scikit-learn, LDA (Latent Dirichlet Allocation), Spotify API, Genius API, Pandas, NLTK

  • Status

    Completed

View Project
June 3, 2025

Young ESOMAR Society Award

This groundbreaking research used discrete choice modeling to quantify the relative value of different social media reactions, winning the Young ESOMAR Society Award 2019…

  • Role

    Lead Researcher

  • Tech

    Discrete Choice Modeling, Conjoint Analysis

  • Status

    Completed.🏆 Won Young ESOMAR Society Award!

View Project
June 3, 2025

Singapore Sign Language Detection

Building a Singapore Sign Language (SgSL) recognition model with OpenCV and MediaPipe

  • Role

    Data Scientist

  • Tech

    Python, Scikit-learn, LDA (Latent Dirichlet Allocation), Spotify API, Genius API, Pandas, NLTK

  • Status

    Completed

View Project
June 3, 2025

National Day Rally Analysis

Developed a machine learning pipeline that fuses Natural Language Processing (NLP) with audio feature analysis to quantify the impact of lyrical themes on commercial…

  • Role

    Data Scientist

  • Tech

    Python, Scikit-learn, LDA (Latent Dirichlet Allocation), Spotify API, Genius API, Pandas, NLTK

  • Status

    Completed

View Project
June 3, 2025

From Rail to Real Estate: Award winning Tableau Dashboard

Developed a machine learning pipeline that fuses Natural Language Processing (NLP) with audio feature analysis to quantify the impact of lyrical themes on commercial…

  • Role

    Data Scientist

  • Tech

    Python, Scikit-learn, LDA (Latent Dirichlet Allocation), Spotify API, Genius API, Pandas, NLTK

  • Status

    Completed

View Project
June 3, 2025

Topic Modelling of Song Lyrics to Predict Billboard Longevity

Developed a machine learning pipeline that fuses Natural Language Processing (NLP) with audio feature analysis to quantify the impact of lyrical themes on commercial…

  • Role

    Data Scientist

  • Tech

    Python, Scikit-learn, LDA (Latent Dirichlet Allocation), Spotify API, Genius API, Pandas, NLTK

  • Status

    Completed

View Project
June 3, 2025

Birdhouse: Data-driven Senior Care Monitoring

Led the data architecture and analytics for Birdhouse, a winning solution at Build For Good Hackathon that addresses unnoticed senior deaths in Singapore through…

  • Role

    Data Scientist

  • Tech

    React, Tailwind CSS, SupabPostgreSQL, Tableau, Pythonse, Framer Motion

  • Status

    Completed. 🏆 Won Build For Good 2024 hackathon!

View Project
June 3, 2025

SmartSaver: Bank Calculator Tool

Developed an analytics decision platform that transforms complex banking data into actionable financial insights, empowering users to optimize their savings strategy through personalized calculations…

  • Role

    Product Owner & Developer

  • Tech

    React, Tailwind CSS, Supabase, Framer Motion

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