Projects & Research
This page brings together selected technical projects, published research, competitions, and open source work. Some projects began as learning experiments, while others came from professional or research problems.
-
Healthcare Service Standardisation & Claims Platform Migration
Professional Machine Learning and Data Engineering
Built a large scale healthcare service matching pipeline using text preprocessing, service categorisation, cosine similarity, fuzzy matching, batched processing, and ranked candidate selection.
-
People Counter on Edge
Computer Vision & Edge AI
A smart video IoT application built with Intel OpenVINO that detects people in a designated area and sends occupancy data to a local web service through MQTT.
-
Computer Pointer Controller
Computer Vision & Gaze Interaction
A computer vision application that coordinates OpenVINO models for face detection, landmarks, head pose estimation, and gaze estimation before translating gaze into pointer movement.
-
Systematic Hyperparameter Optimization of CNNs for Pneumonia Detection
Published Research
Peer-reviewed research evaluating VGG16, ResNet50, InceptionV3, and MobileNetV2 on the RSNA Pneumonia Detection Challenge dataset. InceptionV3 reported a test F1 score of 92.5 percent and recall of 91.8 percent.
-
DSN Expresso Churn Prediction Challenge
2nd Place Competition Solution
Predicted customer churn for Expresso using feature engineering, cross validation, CatBoost, XGBoost, and model blending.
-
Expresso Customer Churn Prediction
GitHub Work
-
House Price Prediction
Regression Modelling
-
Customer Renewal Prediction Pipeline
Machine Learning & MLOps
GitHub Work
I use GitHub to share competition solutions, computer vision experiments, research code, learning projects, and technical implementations.
View All Repositories on GitHub