Featured Projects
Telco Churn Prediction & Analysis
Built an end-to-end churn prediction pipeline with feature engineering, profit-optimized thresholding, SHAP explainability, and an interactive Streamlit app.
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AutoML Web Application
Trained machine learning models using Streamlit and PyCaret with no-code UI.
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AIHW Hospital ETL Pipeline & Dashboard
End-to-end pipeline that scrapes AIHW hospital-separation tables, loads PostgreSQL, and serves an interactive Streamlit analytics dashboard.
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Blockchain ETL
Extracted and transformed crypto transaction data to PostgreSQL using the Bitquery API.
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AI Flashcard Generator
Full-stack AI-powered flashcard app built with React.js, Node.js, MySQL, and OpenAI API.
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Stock Market Prediction
Predicted S&P 500 up/down direction using Random Forest and engineered trend features.
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Layoff Data Cleansing
Cleaned global layoff data using MySQL with deduplication, standardisation, and null handling.
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MongoDB Project
Transformed and cleaned raw JSON datasets for ingestion into MongoDB collections.
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Recipe Search Web App
Searched recipes via Spoonacular API and fetched cooking videos using YouTube Data API.
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University Scraper
Python scraper for extracting ATAR, degree names, and requirements from UniSC websites.
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Australia Occupation Analysis
Cleaned Australia occupation data and created interactive insights using MySQL and Tableau.
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London Bike Sharing Analysis
Cleaned bike-sharing data and created interactive insights using Python and Tableau.
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