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SoKAI

Some Kind of Artificial Intelligence

Useful reminders :

  • In class attributes ,
    • numerical values begin with "n" (nLayers) or "f" (fSize)
    • vectors begin with "v" (vNeurons)
    • strings begin with "s" (sActivationFunction)
    • matrices begin with "m" (mWeightMatrix)

Code structure :

  • The framework is based on objects :

    • Data structure objects : SKNeuron, SKLayer

    • SKNeuron : Processes data as f(Input), with f = Sigmoid, Linear reLU.....

    • SKLayer : Vector of SKNeurons. Stores inputs and outputs to perform backpropagation.

    • SKWeights : Weight matrices.

    • Procedure objects : SKModel, SKPropagator

      • SKModel : Contains the structure + the methods to perform the training
      • SKPropagator : Feeds and propagates data between layers

Dependencies:

  • ROOT. Any installation is valid, tested with standalone build and also with FairSoft build.
  • GLOG. Google Logging Library. For MAC users : brew install glog. Linux : apt install libgoogle-glog-dev
  • CMAKE . Tested with version 3.16 and 3.13. Any recent version should work.

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