added Perceptron network
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20
include/NeuralNetwork/FeedForward/Perceptron.h
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20
include/NeuralNetwork/FeedForward/Perceptron.h
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#pragma once
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#include "./Network.h"
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#include <NeuralNetwork/ActivationFunction/Heaviside.h>
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namespace NeuralNetwork {
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namespace FeedForward {
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class Perceptron : private Network{
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public:
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inline Perceptron(size_t _inputSize,size_t _outputSize):Network(_inputSize) {
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appendLayer(_outputSize,ActivationFunction::Heaviside(0.0));
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};
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using Network::computeOutput;
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using Network::randomizeWeights;
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using Network::operator[];
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protected:
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};
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}
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}
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38
include/NeuralNetwork/Learning/PerceptronLearning.h
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38
include/NeuralNetwork/Learning/PerceptronLearning.h
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#pragma once
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#include <vector>
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#include <cmath>
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#include <NeuralNetwork/FeedForward/Network.h>
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#include "CorrectionFunction/Linear.h"
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namespace NeuralNetwork {
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namespace Learning {
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/** @class BackPropagation
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* @brief
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*/
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class PerceptronLearning {
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public:
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inline PerceptronLearning(FeedForward::Network &feedForwardNetwork): network(feedForwardNetwork), learningCoefficient(0.4) {
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}
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virtual ~PerceptronLearning() {
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}
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PerceptronLearning(const PerceptronLearning&)=delete;
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PerceptronLearning& operator=(const NeuralNetwork::Learning::PerceptronLearning&) = delete;
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void teach(const std::vector<float> &input, const std::vector<float> &output);
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inline virtual void setLearningCoefficient (const float& coefficient) { learningCoefficient=coefficient; }
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protected:
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FeedForward::Network &network;
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float learningCoefficient;
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};
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}
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}
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