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docs: Add Isolation Forest Multivariate Anomaly Detection sample notebook #1483

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YagnaDeepika
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@YagnaDeepika YagnaDeepika commented Apr 20, 2022

Adding a sample notebook demonstrating the use of an Isolation Forest model for multivariate anomaly detection. This notebook also includes ML Interpretability, through the use of SHAP. Additionally, this notebook uses MLFlow to log the ML experiment.

AB#1755587

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codecov-commenter commented Apr 22, 2022

Codecov Report

Merging #1483 (ac60a96) into master (399ab0c) will decrease coverage by 5.86%.
The diff coverage is n/a.

@@            Coverage Diff             @@
##           master    #1483      +/-   ##
==========================================
- Coverage   84.47%   78.61%   -5.87%     
==========================================
  Files         295      288       -7     
  Lines       14786    14651     -135     
  Branches      701      701              
==========================================
- Hits        12491    11518     -973     
- Misses       2295     3133     +838     
Impacted Files Coverage Δ
...synapse/ml/cognitive/TextAnalyticsSDKSchemas.scala 0.00% <0.00%> (-81.20%) ⬇️
...e/synapse/ml/cognitive/FormRecognizerSchemas.scala 7.69% <0.00%> (-76.93%) ⬇️
...ure/synapse/ml/cognitive/FormOntologyLearner.scala 14.89% <0.00%> (-72.35%) ⬇️
.../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 24.90% <0.00%> (-64.37%) ⬇️
...ft/azure/synapse/ml/cognitive/TextTranslator.scala 26.69% <0.00%> (-54.52%) ⬇️
.../azure/synapse/ml/cognitive/AnomalyDetection.scala 32.17% <0.00%> (-47.83%) ⬇️
.../azure/synapse/ml/cognitive/FormRecognizerV3.scala 23.52% <0.00%> (-44.12%) ⬇️
...ft/azure/synapse/ml/cognitive/FormRecognizer.scala 32.40% <0.00%> (-43.52%) ⬇️
... and 20 more

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@YagnaDeepika YagnaDeepika force-pushed the yaorugan/add-isolation-forest-sample branch from 69835ae to 1185861 Compare April 22, 2022 22:48
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Commenter does not have sufficient privileges for PR 1483 in repo microsoft/SynapseML

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Azure Pipelines successfully started running 1 pipeline(s).

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Azure Pipelines successfully started running 1 pipeline(s).

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@mhamilton723 mhamilton723 merged commit 7e877d6 into microsoft:master Apr 26, 2022
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