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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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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