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What does 'epoch' refer to in the context of training a neural network?

Practice Questions

Q1
What does 'epoch' refer to in the context of training a neural network?
  1. A single pass through the entire training dataset
  2. The number of layers in the network
  3. The learning rate schedule
  4. The size of the training batch

Questions & Step-by-Step Solutions

What does 'epoch' refer to in the context of training a neural network?
  • Step 1: Understand that a neural network learns from data.
  • Step 2: The training dataset is the collection of examples used to teach the neural network.
  • Step 3: An epoch means going through all the examples in the training dataset once.
  • Step 4: During an epoch, the neural network makes predictions and adjusts itself based on the errors.
  • Step 5: After one epoch, the neural network has seen all the training data once.
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