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Release v0.5.0

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@Ashton-Sidhu Ashton-Sidhu released this 06 Oct 21:23
· 385 commits to develop since this release
v0.5.0
bef7ba9

Release Notes

General

  • Can now write to csv
  • Refactored variables
    • data variable no longer exists
    • train_data is now x_train to be more compliant with what you see in books/tutorials
    • test_data is now x_test to be more compliant with what you see in books/tutorials
  • Environment is now automatically for reporting

Modelling

  • Added crossvalidation

    • Stratified Kfold
    • KFold
    • Learning curve

  • Added Gridsearch

    • GridsearchCV

  • Can now queue multiple models and run them in parallel on a local machine or one after the other if there are limited resources

  • Can now compare models across all metrics for a given problem (classification vs. regression)

Model Results

  • Can now understand model results with both SHAP and Microsoft Interpret
  • Can now view all metrics for classification problem
  • Added ROC Curve and Confusion Matrix
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