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dynet's Introduction

Dynet

A concept I came up which ditches the idea of "layers" in a neural network.

XOR Training

A picture of the XOR test's error graph

Summing 2 numbers

2 Outputs Test

1k Inputs to single output

1k Inputs

neat-python vs Dynet

Neat-python vs dynet

Install

Copy Dynet.py to your project.

Run the example

Install matplotlib with pip install matplotlib to run the example in main.py.

How it works

Classic neural networks use layers as a way of organizing neurons. "Dynet" uses a single layers to process inputs and outputs where neurons can directly connect to outputs or pass through multiple neurons and even connect to themselves

Usage

To create a Dynet object simple use myNet = Dynet(numInputs, numOutputs, numHiddens). Dynet objects have to have at least 1 hidden neuron. To use the Dynet object, use myNet.feedForward(inputArr) which will return an array of outputs generated by the neural network. To mutate the network use myNet.mutate(mutationRate, amountOfMutations, modifyHiddens). modifyHiddens is an optional parameter which will mutate hidden nodes if set to True (True by default). myNet.printNetwork() will print the current structure of the network and myNet.copy() will return a copy of the network

Example

Here is an example that uses "The Coding Train's" flappy bird project altered to use Dynet instead https://editor.p5js.org/akgaming1322/full/g4ipfcCZb

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