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Update data requirements docs
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nnansters committed Apr 25, 2024
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5 changes: 3 additions & 2 deletions docs/tutorials/data_requirements.rst
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Expand Up @@ -170,7 +170,7 @@ The :term:`predicted label<Predicted labels>`, retrieved by interpreting (thresh
In the sample data this is the **y_pred** column.

Required for running :ref:`performance estimation<performance-estimation>` or :ref:`performance calculation<performance-calculation>` on binary classification, multiclass, and regression models.

On binary classification models, it is not required for calculating the **AUROC** and **average precision** metrics.

NannyML Functionality Requirements
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Expand All @@ -190,7 +190,8 @@ You can see those requirements in the table below:
| y_pred_proba | Required (reference and analysis) | | | | | | Required (reference and analysis) |
+--------------+-------------------------------------+-------------------------------------+-------------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+
| y_pred | | Required (reference and analysis) | Required (reference and analysis) | | Required (reference and analysis) | | | | Required (reference and analysis) |
| | | Not needed for ROC_AUC metric | | | Not needed for ROC_AUC metric | | | | |
| | | Not needed for ROC_AUC or | | | Not needed for ROC_AUC or | | | | |
| | | average precision metrics | | | average precision metrics | | | | |
+--------------+-------------------------------------+-------------------------------------+-------------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+
| y_true | Required (reference only) | Required (reference only) | Required (reference and analysis) | | | Required (reference and analysis) | |
+--------------+-------------------------------------+-------------------------------------+-------------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+-----------------------------------+
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