Tech Stack
Python
TensorFlow / Keras
NumPy
Matplotlib
Overview
This project applies deep learning for medical image classification. A CNN was built and trained on chest X-ray datasets to identify pneumonia cases. Preprocessing included normalization and augmentation for robust model performance.
Results
- Achieved high accuracy in distinguishing pneumonia vs. healthy lungs.
- Applied dropout and learning rate tuning to reduce overfitting.
- Visualized training progress and ROC curves for evaluation.