Once our model is running, can we keep feeding it data?

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Technique & Processes Category
Design PhaseInput PhaseOutput Phase
Once our model is running, can we keep feeding it data?
  • Will you use the output from other models to feed the model again (looping)? or will you use other sources ?
  • Are you sure this data will be continuously available?

If you answered No then you are at risk

If you are not sure, then you might be at risk too

Recommendations

  • Consider how the model will keep learning. Design a strategy to prevent issues with the next steps.
  • Imagine you planned to feed your model with input obtained by mining surveys and it appears these surveys contain a lot of free text fields. To prepare that data and avoid issues (bias, inaccuracies, etc) you might need extra time. Consider these type of scenarios that could impact the whole life cycle of your product!

Interesting resources/references