I constructed a character-level LSTM with PyTorch. The network used to train character by character on some text, then generate new text character by character. As an example, I trained on Anna Karenina (Novel). This model will be able to generate new text based on the text from the book! You can see the whole project through this link.
This project was one of the projects in Deep Learning Nanodegree from Udacity.