Now, we will see how to use the LSTM network to generate Zayn Malik's song lyrics. The dataset can be downloaded from here (https://github.com/sudharsan13296/Hands-On-Reinforcement-Learning-With-Python/blob/master/07.%20Deep%20Learning%20Fundamentals/data/ZaynLyrics.txt) ,which has a collection of Zayn's song lyrics.
First, we will import the necessary libraries:
import tensorflow as tfimport numpy as np
Now, we will read our file containing the song lyrics:
with open("Zayn_Lyrics.txt","r") as f: data=f.read() data=data.replace('\n','') data = data.lower()
Let's see what we have in our data:
data[:50]"now i'm on the edge can't find my way it's inside "
Then, we store all the characters in the all_chars ...