usrbinenv python coding utf8from IPythondisplay import Essay

#!/usr/bin/env python

# coding: utf-8

from IPython.display import clear_output

get_ipython().system(‘pip install imutils’)

clear_output()

import numpy as np

from tqdm import tqdm

import cv2

import os

import shutil

import itertools

import imutils

import matplotlib.pyplot as plt

from sklearn.preprocessing import LabelBinarizer

from sklearn.model_selection import train_test_split

from sklearn.metrics import accuracy_score, confusion_matrix

import plotly.graph_objs as go

from plotly.offline import init_notebook_mode, iplot

from plotly import tools

from keras.preprocessing.image import ImageDataGenerator

from keras.applications.vgg16 import VGG16, preprocess_input

from keras import layers

from keras.models import Model, Sequential

from keras.optimizers import Adam, RMSprop

from keras.callbacks import EarlyStopping

init_notebook_mode(connected=True)

RANDOM_SEED = 123

get_ipython().system(‘apt-get install tree’)

clear_output()

# create new train, test and validation folders

get_ipython().system(‘mkdir TRAIN TEST VAL TRAIN/YES TRAIN/NO TEST/YES TEST/NO VAL/YES VAL/NO’)

get_ipython().system(‘tree -d’)

# split the data into TRAIN, TEST and VAl folders

IMG_PATH = ‘Brain_tumor_dataset/’

for CLASS in os.