V2EX rmsprop

RMSprop

Definition / 释义

RMSprop:一种用于训练神经网络的优化算法(optimizer)。它通过对每个参数的梯度平方做指数滑动平均,来自适应地调整学习率,从而在梯度波动较大或稀疏时让训练更稳定、更快收敛。常见于深度学习中的反向传播训练。(也常被写作 RMSProp

Pronunciation / 发音

/r m s prp/

Examples / 例句

I trained the network with RMSprop.
我用 RMSprop 来训练这个神经网络。

When the loss kept oscillating, RMSprop improved stability by scaling updates using an exponential moving average of squared gradients.
当损失函数持续震荡时,RMSprop 通过使用梯度平方的指数滑动平均来缩放参数更新,从而提升了训练稳定性。

Etymology / 词源

RMSprop 来自 RMSRoot Mean Square,均方根)与 proppropagation,传播/推进)组合的缩写,含义可理解为“用均方根尺度来推进(参数更新)”。该方法常与 Geoffrey Hinton 的课程讲义/口头传播相关,后来在深度学习框架中被广泛实现与使用。

Related Words / 相关词

Literary Works / 文学作品与出处

  • Deep Learning(Ian Goodfellow, Yoshua Bengio, Aaron Courville)在优化与训练策略部分讨论/提及包括 RMSprop 在内的自适应方法
  • Deep Learning with Python(Franois Chollet)在 Keras 训练示例与优化器章节中出现 RMSprop
  • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow(Aurélien Géron)在神经网络训练与优化器对比中出现 RMSprop
  • Geoffrey Hinton 的课程讲义/公开课材料(常被引用为 RMSprop 的传播来源之一)
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