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neural-network's Introduction

Neural-Network

A Neural Network Library in Eiffel

This is a library for neural network usage with the Eiffel Language. The library is compatible with the IDE EiffelStudio 16.05 and newer from ISE.

The library should be compatible with Linux, MAC OS X, Windows. It may or may not work with other operating system (FreeBSD, Android, IOS, etc.).

The project uses the following library: time.

Installation

  • You must already have a working EiffelStudio. If you don't, install it.
  • Rename the library folder (containing this README.md file) to "neural_network".
  • You need to add the "neural_network" library folder in the "contrib/library" folder of EiffelStudio. Normally, this folder is in "C:\Program Files\Eiffel Software".
  • Create a project and add the libraries you need (".ecf" file) in your project. (You can use the EIFFEL_LIBRARY environment variable to add those libraries. For example: $EIFFEL_LIBRARY/contrib/library/neural_network/neural_network.ecf .

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neural-network's Issues

Implementing softmax on the neuron's input sum

In {NEURON}.update_output, the input sum is often huge when there's a lot of neurons in the previous layer which causes the neuron to not be able to properly learn the difference between 1.00000000 and 1.000000000 (because both huge values are clamped to 1 by the sigmoid function).

Therefore, we must implement softmax to properly clamp the input from 0 to 1.

Export / import network

Exporting and importing a neural network to/from a file using either a RAW_FILE or a PATH

Work on this should be done in the wip_export_import

  • Exporting
  • Importing
  • Testing export/import

Do a readme

Just a readme to explain the project, send references, etc.

EDIT: Fixed with commit 7a92ff9

Printing

  • Printing the neural network's current biases and weights
  • Printing the total error by sending an expected output and using the current output state

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