Generating lyrics using deep (multi-layer) LSTM

Now that we have built a basic LSTM model for text generation and learned its value, let's move one step further and create a deep LSTM model suited for the task of generating music lyrics. We now have a new goal: to build and train a model that outputs entirely new and original lyrics that is in the style of an arbitrary number of artists.

Let's begin. You can refer to the code file found at Lyrics-ai (https://github.com/PacktPublishing/Python-Deep-Learning-Projects/tree/master/Chapter06/Lyrics-ai) for this exercise.

Data pre-processing

To build a model that can generate lyrics, we will need a huge amount of lyric data, which can easily be extracted from various sources...