Digivision

• Simple number prediction app built upon Axon's deep learning/DL utilities

• Project Summary:

  • This is a basic deep learning model that predicts the next number in a sequence using only dense layers.
  • Review this article for a full breakdown

• How to run the project:

  • start the app in Elixir's interactive shell
    • iex -S mix
  • establish parameters and run your predictions; run these commands sequentially
    • alias Digivision.Prediction_Agent
    • alias Digivision.Data_Utils
    • import Axon
    • import Nx
    • {numbers_training_dataset, numbers_testing_dataset} = Prediction_Agent.load_all_data()
    • training_dataset = Prediction_Agent.load_training_dataset(numbers_training_dataset)
    • testing_dataset = Prediction_Agent.load_testing_dataset(numbers_testing_dataset)
    • numbers_model = Prediction_Agent.numbers_model()
    • numbers_model_training_params = Prediction_Agent.trained_model_params(numbers_model, training_dataset)
    • Prediction_Agent.evaluate_numbers_model(numbers_model, numbers_model_training_params, testing_dataset)
    • x_test = [80]
    • Prediction_Agent.numbers_prediction(x_test, numbers_model, numbers_model_training_params)
    • numbers_input expects an integer (I should get used to defining this via Elixir's typespecs annotation... meh)
    • x_test can be whatever number your heart desires

• Disclaimer

  • This app is just a manifestation of my journey with deep learning, use it as you wish.