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early-detection

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This repository contains Agief Prakasa Nurdien's AoL (Assurance of Learning) Case Study for COMP6065001 – Artificial Intelligence course. The project combines keyboard & mouse activity tracking with NLP-based text analysis to provide users with an accessible, interactive tool for ADHD screening and awareness (AoL score: 90, grade: A).

  • Updated Sep 19, 2025

📊 Multiple Disease Prediction System 🏥 An intelligent healthcare system for predicting and diagnosing multiple diseases using machine learning and data analysis. Empowering early detection and better patient care. Disease Prediction: Predict the likelihood of various diseases, including heart diseases, diabetes, and more.

  • Updated Oct 5, 2023
  • Python

Heart Disease Prediction Using Machine Learning is a logistic regression model that predicts heart disease based on medical data. It analyzes features like age and cholesterol, achieving 85.24% training accuracy and 80.49% testing accuracy, facilitating early detection for timely intervention.

  • Updated Oct 27, 2024
  • Jupyter Notebook

Early Detection of Diabetic Kidney Disease using Contrast Enhanced Ultrasound Perfusion Parameters. Explore perfusion models (Lagged Normal, Log-Normal, Gamma Variate), compare their effectiveness, and analyze their application to diabetic and control cases.

  • Updated Jan 1, 2024

Built an end-to-end deep learning pipeline using ResNet-50 to classify retinal images into five stages of Diabetic Retinopathy. Applied transfer learning, image preprocessing, and AUC-based evaluation on the APTOS 2019 Kaggle dataset, achieving a 94% validation AUC—offering real-world potential in clinical diagnosis automation.

  • Updated May 24, 2025
  • Python

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