Github user srowen commented on a diff in the pull request:

    https://github.com/apache/spark/pull/13390#discussion_r65011674
  
    --- Diff: docs/mllib-evaluation-metrics.md ---
    @@ -182,17 +183,22 @@ $$\hat{\delta}(x) = \begin{cases}1 & \text{if $x = 
0$}, \\ 0 & \text{otherwise}.
           </td>
         </tr>
         <tr>
    -      <td>Overall Precision</td>
    +      <td>Micro Accuracy</td>
    +      <td>$ACC = \frac{TP}{TP + FP} = \frac{1}{N}\sum_{i=0}^{N-1} 
\hat{\delta}\left(\hat{\mathbf{y}}_i -
    +        \mathbf{y}_i\right)$</td>
    +    </tr>
    +    <tr>
    +      <td>Micro Precision</td>
    --- End diff --
    
    Hm, on second thought, since we've deprecated precision/recall/F1 for the 
not-by-label case maybe these should just be removed. Accuracy should stay.


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