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What does 'training a neural network' involve?

Practice Questions

Q1
What does 'training a neural network' involve?
  1. Feeding it data without labels
  2. Adjusting weights based on labeled data
  3. Evaluating its performance on unseen data
  4. Initializing the network parameters

Questions & Step-by-Step Solutions

What does 'training a neural network' involve?
  • Step 1: Gather labeled data, which includes input examples and their corresponding correct outputs.
  • Step 2: Initialize the neural network with random weights.
  • Step 3: Feed the input data into the neural network to get predictions.
  • Step 4: Compare the predictions to the actual outputs to calculate the loss (error).
  • Step 5: Use an optimization algorithm to adjust the weights of the neural network to reduce the loss.
  • Step 6: Repeat steps 3 to 5 multiple times (epochs) until the loss is minimized.
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