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docs: Data Balance documentation updates #1540

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merged 2 commits into from
Jun 22, 2022

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martthalch
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@martthalch martthalch commented Jun 21, 2022

Updated data balance main documentation to integrate the feedback from the fairness committee in MS. Data Balance is a tool, but it does not completely solves for fairness. In combination with other tools it helps reduce fairness related harms, but there is no way to way a completely unbiased dataset or model.

Updated the notebook to reduce the amount of measure explanations and better introduce the goals of data balance analysis.

AB#1839731

@ms-kashyap ms-kashyap changed the title Data Balance documentation updates docs: Data Balance documentation updates Jun 21, 2022
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/azp run

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@mhamilton723 mhamilton723 enabled auto-merge (squash) June 21, 2022 20:59
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codecov-commenter commented Jun 21, 2022

Codecov Report

Merging #1540 (9c182df) into master (3bd5bef) will decrease coverage by 7.12%.
The diff coverage is n/a.

@@            Coverage Diff             @@
##           master    #1540      +/-   ##
==========================================
- Coverage   83.74%   76.62%   -7.13%     
==========================================
  Files         301      294       -7     
  Lines       15337    15202     -135     
  Branches      707      707              
==========================================
- Hits        12844    11648    -1196     
- Misses       2493     3554    +1061     
Impacted Files Coverage Δ
...soft/azure/synapse/ml/cognitive/AudioStreams.scala 0.00% <0.00%> (-87.88%) ⬇️
...synapse/ml/cognitive/TextAnalyticsSDKSchemas.scala 0.00% <0.00%> (-81.20%) ⬇️
...e/synapse/ml/cognitive/FormRecognizerSchemas.scala 7.69% <0.00%> (-76.93%) ⬇️
...t/azure/synapse/ml/cognitive/SpeechToTextSDK.scala 16.47% <0.00%> (-74.12%) ⬇️
...ure/synapse/ml/cognitive/FormOntologyLearner.scala 14.28% <0.00%> (-73.47%) ⬇️
...crosoft/azure/synapse/ml/cognitive/SpeechAPI.scala 0.00% <0.00%> (-70.00%) ⬇️
.../azure/synapse/ml/cognitive/TextAnalyticsSDK.scala 20.27% <0.00%> (-67.14%) ⬇️
.../synapse/ml/cognitive/AnomalyDetectorSchemas.scala 33.33% <0.00%> (-66.67%) ⬇️
...oft/azure/synapse/ml/cognitive/TextAnalytics.scala 24.80% <0.00%> (-64.13%) ⬇️
...ft/azure/synapse/ml/cognitive/TextTranslator.scala 26.69% <0.00%> (-54.52%) ⬇️
... and 26 more

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@mhamilton723 mhamilton723 disabled auto-merge June 22, 2022 19:15
@mhamilton723 mhamilton723 merged commit 9fc6428 into microsoft:master Jun 22, 2022
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5 participants