Use a model of CNN to recognise bubbles in images of galaxy which are downloaded from https://www.zooniverse.org/projects/povich/milky-way-project/classify.
tensorflow-gpu 1.4, keras, Pillow. Python version: 3.5
bub.py: the CNN model, training process and prediction. cut_pic.py: Usefull tool to cut a images into small pieces. resize_pic.py: Usefull tool to resize image into specific size. rename_files: Usefull method to rename all files in the directory.