Elixir artificial intelligence library. (Extreemly early pre pre alpha!!!)

alias ExLearn.NeuralNetwork, as: NN

structure_parameters = %{
  layers: %{
    input:   %{size: 2},
    hidden: [%{activity: :logistic, name: "First Hidden", size: 2}],
    output:  %{activity: :tanh,     name: "Output",       size: 1}
  },
  objective: :quadratic,
  random:    %{distribution: :uniform, range: {-1, 1}}
}

network = NN.initialize(structure_parameters)

training_data = [
  {[0, 0], [0]},
  {[0, 1], [0]},
  {[1, 0], [0]},
  {[1, 1], [1]}
]

configuration = %{
  batch_size:     2,
  data_size:      4,
  epochs:         1000,
  dropout:        0.5,
  learning_rate:  0.5,
  regularization: :L2
}

NN.feed(training_data, configuration, network)

ask_data = [[0, 0], [0, 1], [1, 0], [1, 1]]

result = NN.ask(ask_data, network)

IO.inspect result

Add the following aliases to ~/.bash_profile and source it:

alias docker-here='docker run --rm -it -u `id -u`:`id -g` -v "$PWD":/work -w /work'
alias docker-root-here='docker run --rm -it -v "$PWD":/work -w /work'

1. Build the notebook container

   docker build                        \
     -t exlearn-jupyter                \
     --build-arg HOST_USER_UID=`id -u` \
     --build-arg HOST_USER_GID=`id -g` \
     -f docker/notebook/Dockerfile     \
     "$PWD"
   
   # OR the short version if you are user 1000:1000
   
   docker build -t exlearn-jupyter -f docker/notebook/Dockerfile "$PWD"

2. Run the server

   docker-here -p 8888:8888 exlearn-jupyter

2. Build the project container

   docker build                        \
     -t exlearn                        \
     --build-arg HOST_USER_UID=`id -u` \
     --build-arg HOST_USER_GID=`id -g` \
     -f docker/project/Dockerfile      \
     "$PWD"
   
   # OR the short version if you are user 1000:1000
   
   docker build -t exlearn -f docker/project/Dockerfile "$PWD"

3. Run an interactive shell

   docker-here exlearn iex -S mix

4. Update dependencies

   docker-here exlearn mix deps.get

5. Run tests

   docker-here exlearn mix test

6. Run tests with coverage report

   docker-here exlearn mix coveralls

7. Run dialyzer

   docker-here exlearn mix dialyzer

This plugin is covered by the BSD license, see LICENSE for details.