馃摌 Blog Posts
Personal insights on data science, automation, deployment, and development.
馃搲 Telco Churn Prediction & Analysis
August 2025 路 Python 路 Machine Learning 路 Streamlit 路 SHAP
Built an end-to-end churn prediction pipeline with feature engineering, profit-optimized thresholding, SHAP explainability, and an interactive Streamlit app.
Read More Full Analysis馃彞 Healthcare AIHW ETL & Viz
July 2025 路 Web Scraping 路 Streamlit 路 Data Visualisation
Scraped health data from AIHW, performed wrangling and built Streamlit visualisation dashboards.
Read More馃摝 Blockchain ETL Pipeline
March 2025 路 PostgreSQL 路 Bitquery API 路 Python
Built an ETL pipeline extracting and transforming blockchain trading data into structured PostgreSQL tables.
Read More馃搳 London Bike Sharing Analysis
July 2025 路 Python 路 Tableau 路 PostgreSQL 路 Data Visualisation
Analysed cycling patterns in London with preprocessing in Python and interactive dashboards in Tableau.
Read More馃 Building My AutoML App
July 2025 路 Streamlit 路 PyCaret 路 ETL
Behind the scenes of developing my AutoML Web App using Streamlit and PyCaret with no-code UI.
Read More馃彨 University Web Scraper
January 2025 路 Python 路 BeautifulSoup 路 Data Pipeline
Used BeautifulSoup and requests to collect ATAR and degree info from multiple university sites.
Read More馃嵆 Recipe Search App
September 2024 路 Spoonacular API 路 YouTube API 路 JavaScript 路 EJS
A full-stack app that recommends recipes with YouTube videos, powered by Docker and the Spoonacular API.
Read More馃 AI Flashcard Generator
July 2024 路 React 路 Node.js 路 OpenAI API 路 MySQL
How I created an AI-powered flashcard generator using OpenAI API and a modern React + Express full-stack setup.
Read More馃搲 Stock Market Direction Prediction
June 2024 路 Python 路 Scikit-learn 路 Random Forest 路 Matplotlib
Developed a model to predict S&P 500 directional movement using engineered financial features and classification.
Read More馃Ч Cleaning Layoff Data with SQL
May 2024 路 MySQL 路 Data Cleansing 路 Feature Engineering
Explored data issues, handled inconsistencies, and created features from messy CSVs during data cleansing.
Read More馃寪 Cloud Hosting Project
November 2023 路 React.js 路 Express.js 路 AWS 路 Docker 路 Redis
Deployed a backend API and frontend with Redis cache and Docker containers on AWS EC2.
Read More馃崈 MongoDB JSON Project
March 2023 路 MongoDB 路 JSON Data 路 Aggregation
Showcased MongoDB's strengths in handling semi-structured data through real-world JSON documents.
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