this repository applies is machine learning application to detect pneumonia in chest X-ray images. it is implemented using the Keras library (imported for the Tensorflow library).
The images used for training and testing were taken form: https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia
to use the application download the images form the link above and extract the chest_xray directory into a directory named "images", your directory should look as so:\
images
|__chest_xray
|__test
|__train
after doing so, install the requirments by running the following command:
pip install -r requirements.txt
once the installation is complete, start by running rescale_load.py to rescale the images to the proper size and load them into .pickle files.
afterwords you can run model_train.py to train the model followed by test_accuracy.py to test the trained model (note model_train.py will also create tensorboard log files).
Future additions:
- replace hardcoded variables for commandline arguments.