Now, we will look at how to build the RNN model in TensorFlow to generate song lyrics. The dataset and also the complete code used in this section with step by step explanation is available on GitHub at http://bit.ly/2QJttyp. After downloading, unzip the archive, and place the songdata.csv in the data folder.

Import the required libraries:

import warnings
warnings.filterwarnings('ignore')

import random
import numpy as np
import tensorflow as tf

tf.logging.set_verbosity(tf.logging.ERROR)

import warnings
warnings.filterwarnings('ignore')