LSTM Demo for Text Generation

Make sure you have anaconda installed. Here are the steps to run the notebook file in your machine.

• Clone the repository
• Create the environment from the environment.yml file : conda env create -f environment.yml
• Activate the new created environment
• Update the code in the To Do sections in the notebook file and run the notebook again.
  • Clean dataset to remove unwanted characters before creating the unique mapping dictionary.
  • Change the value of seq_length and prepare the dataset and print their shape.
  • Change the configuration of the model by adding more layers, different LSTM units, dropout rates and optimizer function.
  • Change epoch and batch_size before training the model.