Doug Lautzenheiser

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Although we referred to this activation function as a sigmoid function—as it is commonly called in literature—the more precise definition would be a logistic function or negative log-likelihood function.
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow
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