Necessary imports for training of model.

from keras.layers import Dense, Dropout, LSTM, BatchNormalization
from keras.callbacks import TensorBoard
from keras.callbacks import ModelCheckpoint
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.initializers import Orthogonal
import tensorflow as tf