Pneumonia-Confirmation-Algorithm

This repository contains a Quarto-based analysis for detecting pneumonia from X-ray images using a Convolutional Neural Network (CNN). The project leverages the chest X-ray pneumonia dataset and provides a detailed report of the model’s performance.

Features

• Data preprocessing and augmentation.
• CNN model training and evaluation.
• Visualizations of learning curves and sample predictions.
• Comprehensive HTML report generated using Quarto.

Project Structure

• Pneumonia-Confirmation-Algorithm.qmd: Quarto script containing the analysis.
• Pneumonia-Confirmation-Algorithm.html: Rendered report.
• data/: Raw and processed datasets.The dataset used in this project is too large to host directly on GitHub. You can download it from the following link:

Download Dataset from Google Drive

• visuals/: Generated plots and visualizations.
• reports/: Final report in PDF and Markdown formats.

How to Run

1. Clone the repository:

   git clone https://github.com/EdwinDrake/Pneumonia-Confirmation-Algorithm.git