I recommend running on a python virtualenv, just install the requirements and you are good to go!
First you run the code below to download the dataset to your local machine
python load_dataset.py
Then, train and save your model
python train.py
Finally, load the saved model and start to make predictions
python load_saved_model.py
The model is saved as model_image_classifier.h5
.
Enjoy!