usrbinenv python coding utf8from IPythondisplay import Essay

#!/usr/bin/env python

# coding: utf-8

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from IPython.display import clear_output

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


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



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


# create new train, test and validation folders


get_ipython().system(‘tree -d’)

# split the data into TRAIN, TEST and VAl folders

IMG_PATH = ‘Brain_tumor_dataset/’

for CLASS in os.

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