Created
September 8, 2020 13:17
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import os, random, shutil | |
import numpy as np | |
import pandas as pd | |
import PIL | |
#import keras | |
import itertools | |
from PIL import Image | |
import tensorflow as tf | |
from sklearn.utils import shuffle | |
from sklearn.model_selection import train_test_split | |
from sklearn import preprocessing | |
#from skimage import feature, data, io, measure | |
from sklearn.metrics import confusion_matrix | |
import matplotlib.pyplot as plt | |
from matplotlib import ticker | |
import seaborn as sns | |
%matplotlib inline | |
import cv2 | |
from tensorflow.keras import backend as K | |
from tensorflow.keras.models import Model | |
from tensorflow.keras.models import Sequential | |
from tensorflow.keras.layers import Input, Dropout, Flatten, Conv2D, MaxPooling2D, Dense, Activation | |
from tensorflow.keras.optimizers import RMSprop, Adam | |
from tensorflow.keras.layers import BatchNormalization | |
#from keras.callbacks import ModelCheckpoint, Callback, EarlyStopping | |
from keras.utils import np_utils | |
from tensorflow.keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img | |
from tensorflow.keras.callbacks import TensorBoard | |
import io | |
import time | |
import datetime | |
from tensorflow.keras.optimizers import Adam,Adadelta | |
from tensorflow.keras.preprocessing.image import ImageDataGenerator |
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