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keras
Discontinued Deep Learning for humans [Moved to: https://github.com/keras-team/keras] (by fchollet)
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- Sigmoid Colon: The biologically inspired activation function
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Sigmoid Colon: A Biologically Inspired Activation Function
Activation functions used in neural networks are often selected based on intuition or dubious theoretical grounding. Biology has long served as an inspiration for many innovations in machine learning, but has had limited success in informing novel activation functions. In this work, we revisit the idea of the sigmoid function, and discover that the shape of the similarly-named Sigmoid colon, a portion of the human large intestine, outperforms the traditional sigmoid function. We find a 4% improvement on MNIST, resulting in state of the art performance for gastrointestinally inspired models. Source code for our activation function and tracing tool is available at https://github.com/poopingface/sigmoidcolon.
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Stats
Basic sigmoidcolon repo stats
3
25
3.9
over 1 year ago
poopingface/sigmoidcolon is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of sigmoidcolon is Python.
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