Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

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

Merged

Conversation

YagnaDeepika
Copy link
Contributor

@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

@mhamilton723
Copy link
Collaborator

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@codecov-commenter
Copy link

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

Continue to review full report at Codecov.

Legend - Click here to learn more
Δ = absolute <relative> (impact), ø = not affected, ? = missing data
Powered by Codecov. Last update 399ab0c...ac60a96. Read the comment docs.

@YagnaDeepika YagnaDeepika force-pushed the yaorugan/add-isolation-forest-sample branch from 69835ae to 1185861 Compare April 22, 2022 22:48
@azure-pipelines
Copy link

Commenter does not have sufficient privileges for PR 1483 in repo microsoft/SynapseML

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@YagnaDeepika
Copy link
Contributor Author

/azp run

@azure-pipelines
Copy link

Azure Pipelines successfully started running 1 pipeline(s).

@mhamilton723 mhamilton723 merged commit 7e877d6 into microsoft:master Apr 26, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

None yet

3 participants