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Library for creating neural networks, with a purely Dart implementation.

Version 0.1.0 #

  • Added Multi-layer Perceptron and a basic algorithm for backpropagation

Version 0.1.1 #

  • Added README.md, updated formatting

Version 0.2.0 #

  • Added FF ( feedforward ) and simple Perceptron networks
  • Added LReLU, eLU and tanh activation function
  • Renamed 'sigmoid' to 'logistic' function

Version 0.2.1 #

  • Removed FF ( feedforward ) and simple Perceptron networks in favour of an upcoming simpler implementation of basically the same idea, through just one network model.
  • Added [learningRate] as a parameter, and removed the hard-coded value of 0.2.
  • Organised the files slightly
  • Updated documentation of Neuron

Version 0.2.2 #

  • Updated documentation of Layer and removed a chunk of dead code.

Version 0.2.3 #

  • Updated documentation of Network.
  • Replaced process() in Layer with an output getter, simplifying the implementation of getting each Neuron's output.

Version 0.2.4 #

  • Updated documentation of activation.dart, having added explanations for the different activation functions.

Version 0.2.5 #

  • Renamed Multilayer Perceptron to Deep Feed-forward, which should be a more fitting and future-proof name.

Version 0.3.0 #

  • Updated documentation of Logger, Backpropagation and ValueGenerator.
  • Created examples folder with a recognise_5 example that allows for recognition of the number '5'.

Version 0.3.1 #

  • Added 5 new activation functions: SeLU, Softplus, Softsign, Swish and Gaussian.
  • Renamed the logistic function to sigmoid.
  • Added abs function for obtaining the absolute of a value to mathematical_operations
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verified publishervxern.dev

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Library for creating neural networks, with a purely Dart implementation.

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unknown (license)

Dependencies

ansicolor

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