TFX: A TensorFlow-based production scale machine learning platform


TFX: A TensorFlow-based production scale machine learning platform

the morning paper

TFX: A TensorFlow-based production scale machine learning platform Baylor et al., KDD’17

What world-class looks like in online product and service development has been undergoing quite the revolution over the last few years. The series of papers we’ve been looking at recently can help you to understand where the bar is (it will have moved on again by the time most companies get there of course!).

  • The new baseline: so far you’ve embraced automated testing, continuous integration, continuous delivery, perhaps continuous deployment, and you have the sophistication to rollout new changes in a gradual manner, monitor behaviour, and stop or rollback when a problem is detected.
  • On top of this you’ve put in place a sophisticated metrics system and a continuous experimentation platform.
  • Due to the increasing complexity of systems, you might also need to extend this to a general purpose black-box optimization platform.
  • But you’re still not…

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