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Hands-On Machine Learning with TensorFlow.js
book

Hands-On Machine Learning with TensorFlow.js

by Kai Sasaki
November 2019
Intermediate to advanced
296 pages
7h 52m
English
Packt Publishing
Content preview from Hands-On Machine Learning with TensorFlow.js

Profiling

As the saying goes, premature optimization is the root of all evil. Without sufficient knowledge and understanding of the system, optimization is often rather harmful. It is important to get the data of the system's runtime and find out what bottlenecks need to be optimized. Profiling is a method that we can use to collect information or signals that measure how the system works. The following information is helpful if we wish to find problems that exist in our application:

  • Performance bottlenecks (CPU, I/O, memory, and so on)
  • Statistics regarding the code's execution
  • How long the execution time took to complete

By knowing about such information, we can make our application more performant. There are several tools we can use to ...

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Publisher Resources

ISBN: 9781838821739