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import numpy as np
import pandas as pd
import os
import tensorflow as tf
from tensorflow import keras
from tensorflow.keras.preprocessing.image import ImageDataGenerator, load_img
from keras.layers import Conv2D, Dense, BatchNormalization, Activation, Dropout, MaxPooling2D, Flatten
from tensorflow.keras.optimizers import Adam, RMSprop, SGD
from keras import regularizers
from keras.callbacks import ModelCheckpoint, CSVLogger, TensorBoard, EarlyStopping, ReduceLROnPlateau
import datetime
import matplotlib.pyplot as plt
from tensorflow.keras.utils import plot_model