import random
import os
import numpy as np
import keras

import matplotlib.pyplot as plt
from matplotlib.pyplot import imshow

from keras.preprocessing import image
from keras.applications.imagenet_utils import preprocess_input
from keras.models import Sequential
from keras.layers import Dense, Dropout, Flatten, Activation
from keras.layers import Conv2D, MaxPooling2D
from keras.models import Model