Text Generation Exercise with Keras

Training a text generation model with Keras.

Description

Using the Deep Learning with Python text as a guide, I train an LTSM text generator using Keras. For this exercise, I trained the LTSM (long short-term memory) neural network on the classic text, War of the Worlds. I then pick a starting point in the text and use the model to generate the following words. I recorded the output using 4 different temperatures and at epochs 10, 20, 30, 40, and 50.

Data

• War of the Worlds

Contents

• war_of_the_worlds.txt - Raw text file

• Text Generation Exercise with Keras.ipynb

• results folder - Contains saved models at epochs 10, 20, 30, 40, and 50 and a text file containing the generated texts at different temperatures.

Tools

• Python
• Keras

Authors

Samuel Sears @ssears219

Acknowledgments

• Deep Learning with Python