Network Optimization Techniques
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Questions and Answers

What is the goal of pruning a network?

  • To reduce memory usage
  • To reduce the number of parameters and computations (correct)
  • To reduce the precision of the parameters and activations
  • To train a smaller network to mimic the behavior of a larger network

    • What is an example of hardware-specific optimization?

  • Singular value decomposition
  • Low-rank factorization
  • Graphical Processing Units (GPU (correct)
  • Knowledge distillation

    • What is the purpose of quantization?

  • To reduce the precision of the parameters and activations (correct)
  • To reduce the number of parameters and computations
  • To reduce memory usage
  • To train a smaller network to mimic the behavior of a larger network

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