Generating Drake Rap Lyrics using Language Models and LSTMs

Now, we are going to talk about the model for text generation, this is really what you are here for, it's the real sauce - raw sauce. I'm going to start off by talking about the model design and some important elements that make lyric generation possible and then, we are going to jump into the implementation of it. The main difference for each one of the models comes from what your inputs and outputs are, and I'm going to talk exactly about how each one of them works here. In a case of a character-level model your input is a series of characters seedand your model is responsible for predicting the next character new_char. Then you use the seed new_char together to generate the next character and so on.