This project is aimed at developing a deep learning model to detect pneumonia from chest X-ray images using the Fastai library. The project uses a convolutional neural network (CNN) based on the ResNet34 architecture and leverages data augmentation techniques and transfer learning for improved performance.
You can download the dataset from Kaggle: https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia/download I have trained and saved the model: "model.pkl"
Ensure you have the following dependencies installed:
- fastai
- torch
- pandas
- numpy
- pathlib
- psutil
You can install these dependencies using pip:
pip install fastai torch pandas numpy pathlib psutilThis project is licensed under the MIT License (https://github.com/harshaparida/PneumoDetect/blob/main/LICENSE).