projects

a web-based application designed to monitor heart health and provide users with insights based on their heart rate data.

evaluates customer creditworthiness to assist financial institutions in making informed lending decisions.

analyzes property investment opportunities in penang using market trends, rental yields, and predictive modeling.

analyzes tweets to identify suicidal sentiments using nlp and machine learning techniques.

identifies and visualizes covid-19 clusters across malaysia to support policy and public awareness.

analyzes reddit user sentiment regarding the israel-palestine conflict using nlp techniques.

predicts insurance claim amounts using ml models based on age, bmi, smoking status, and other features.

predicts equipment failures in advance using iot sensor data and ml algorithms.

classifies sms messages as either "spam" or "ham" using a machine learning model.

CoreDS is an AI-powered, GPT-like interactive assistant focused on helping students master the fundamentals of data science. Unlike generic chatbots, CoreDS is tailored for learning: it answers questions, provides explanations, generates code snippets, and guides you through essential data science concepts in a conversational way.

an ai-driven app that suggests food based on your mood — still a work in progress!

a data visualization tool that helps uncover trends and insights from amazon product reviews using interactive dashboards.