Resources

Dashboards for Different Stages of the ML Project

1 min
Patrycja Jenkner
5th August, 2022
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What widgets are added to the dashboards?

1. Data dashboard

  • Dataset versions
  • Dataset samples

2. Training dashboard

  • RMSE and MAE for training and validation 
  • RMSE and MAE test scores
  • Plots of decision trees
  • Feature importance plots 
  • Training parameters 

3. Finetuning dashboard

  • RMSE and MAE for training and validation 
  • RMSE and MAE test scores
  • Plots of decision trees
  • Finetuning parameters

4. Production dashboard

  • Drift score
  • Model version
  • Pickled model 
  • Dataset version used for the model 

When is such a set of dashboards useful?

  • You want to track and analyze different metadata for different project stages.

Check the example project with all those dashboards in the app

Visit the documentation to see how to create custom dashboards

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