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Mar, 2017
基于梯度的深度学习失败
Failures of Deep Learning
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Shai Shalev-Shwartz, Ohad Shamir, Shaked Shammah
TL;DR
研究了深度学习中的梯度下降算法在面对四种简单问题时出现的失败或困难,提供了实验及理论的证据和可能的解决方案。
Abstract
In recent years,
deep learning
has become the go-to solution for a broad range of applications, often outperforming state-of-the-art. However, it is important, for both theoreticians and practitioners, to gain a deeper understanding of the
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