Notebook with step-by-step NLP pipeline, with LSTM network that learns to predict text based on a small corpus.
Unless you want to train this model from scratch (which I do not recommend), you can find the model here:
https://drive.google.com/open?id=1k1Xl0um0bSTTE4i9u5HdY9FJRvtf2Xwb
Download it directly to the working directory and run the notebook cell that loads the model; from there, you can run your own predictions.