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ELU¶ class torch.nn. ELU (alpha = 1.0, inplace = False) [source] ¶ Applies the Exponential Linear Unit (ELU) function, element-wise, as described in the paper: Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs). ELU is defined as:
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Scaled Exponential Linear Unit (SELU) [20] is a recent modification of ELU in which the function output is normalized without external normalization. In Table 2, λ and α are the fixed parameters ( λ ≈ 1.0507, α ≈ 1.6732) of SELU for scaling the output and shaping the function in the negative input region.
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The Exponential Linear Unit (ELU) is an activation function for neural networks. In contrast to ReLUs, ELUs have negative values which allows them to push mean unit activations closer to zero like batch normalization but with lower computational complexity. Mean shifts toward zero speed up learning by bringing the normal gradient closer to the unit natural gradient because of a reduced bias.
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ELU Explained Papers With Code
by LU Grafika September 26, 2018. Masjid Nasional Al Akbar (atau biasa disebut Masjid Agung Surabaya) ialah masjid terbesar kedua di Indonesia yang berlokasi di Kota Surabaya, Jawa Timur setelah Masjid Istiqlal di Jakarta.
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ELU as a Neural Networks Activation Function Sefik Ilkin Serengil
Exponential Linear Unit (ELU) is a popular activation function that speeds up learning and produces more accurate results. This article is an introduction to ELU and its position when compared to other popular activation functions. It also includes an interactive example and usage with PyTorch and Tensorflow.
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