thomelane commented on a change in pull request #11296: Adding 2 tutorials on 
Learning Rate Schedules
URL: https://github.com/apache/incubator-mxnet/pull/11296#discussion_r196614808
 
 

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 File path: docs/tutorials/gluon/learning_rate_schedules.md
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+# Learning Rate Schedules
+
+Setting the learning rate for stochastic gradient descent (SGD) is crucially 
important when training neural network because it controls both the speed of 
convergence and the ultimate performance of the network. One of the simplest 
learning rate strategies is to have a fixed learning rate throughout the 
training process. Choosing a small learning rate allows the optimizer find good 
solutions but this comes at the expense of limiting the initial speed of 
convergence. Changing the learning rate over time can overcome this tradeoff.
 
 Review comment:
   Corrected.

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