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Articles related to "isn"


Modeling Before Infrastructure — Reasons Data Science Projects Fail

  • If you expect Data Scientists to build your data infrastructure, engineer your data pipelines, or even build and deploy production applications, you’re in for a lot of wasted time.
  • Building data pipelines and building a strong infrastructure and framework from which your Scientists and Engineers can play will allow more quality work to be delivered in less time.
  • Don’t be afraid to tell your boss or leadership when a model just doesn’t work and isn’t ever going to work.
  • Build a culture where good testing and good statistical practice is an expectation.
  • Analysts are going to deliver you quick wins early on that are going to make you realize your data effort might be worth it.
  • Only when you have analysts steadily at work does it become time to hire the Data Scientists and Machine Learning Engineers.

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Modeling Before Infrastructure — Reasons Data Science Projects Fail

  • If you expect Data Scientists to build your data infrastructure, engineer your data pipelines, or even build and deploy production applications, you’re in for a lot of wasted time.
  • Building data pipelines and building a strong infrastructure and framework from which your Scientists and Engineers can play will allow more quality work to be delivered in less time.
  • Don’t be afraid to tell your boss or leadership when a model just doesn’t work and isn’t ever going to work.
  • Build a culture where good testing and good statistical practice is an expectation.
  • Analysts are going to deliver you quick wins early on that are going to make you realize your data effort might be worth it.
  • Only when you have analysts steadily at work does it become time to hire the Data Scientists and Machine Learning Engineers.

save | comments | report | share on