Package aima.core.learning.neural

Examples of aima.core.learning.neural.FeedForwardNeuralNetwork.processInput()

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    FeedForwardNeuralNetwork ffnn = new FeedForwardNeuralNetwork(
        hiddenLayerWeightMatrix, hiddenLayerBiasVector,
        outputLayerWeightMatrix, outputLayerBiasVector);
    ffnn.setTrainingScheme(new BackPropLearning(learningRate,
        momentumFactor));
    ffnn.processInput(input);
    ffnn.processError(error);

    Matrix finalHiddenLayerWeights = ffnn.getHiddenLayerWeights();
    Assert.assertEquals(-0.265, finalHiddenLayerWeights.get(0, 0), 0.001);
    Assert.assertEquals(-0.419, finalHiddenLayerWeights.get(1, 0), 0.001);
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        hiddenLayerWeightMatrix, hiddenLayerBiasVector,
        outputLayerWeightMatrix, outputLayerBiasVector);

    ffnn.setTrainingScheme(new BackPropLearning(learningRate,
        momentumFactor));
    ffnn.processInput(input);
    ffnn.processError(error);

    Matrix finalHiddenLayerWeights = ffnn.getHiddenLayerWeights();
    Assert.assertEquals(-0.2675, finalHiddenLayerWeights.get(0, 0), 0.001);
    Assert.assertEquals(-0.4149, finalHiddenLayerWeights.get(1, 0), 0.001);
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