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👾 Add some machine learning experiments
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machine_learning_examples/numpy_examples
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machine_learning_examples/numpy_examples/neuron.py
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machine_learning_examples/numpy_examples/neuron.py
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class Neuron(object):
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# ...
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def forward(inputs):
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""" assume inputs and weights are 1-D numpy arrays and bias is a number """
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cell_body_sum = np.sum(inputs * self.weights) + self.bias
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firing_rate = 1.0 / (1.0 + math.exp(-cell_body_sum)) # sigmoid activation function
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return firing_rate
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