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Automatically check if new incoming data conforms the original training data

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dataiku/dss-plugin-model-data-compliance

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Model Data Compliance

⚠️ Starting with DSS version 14 this plugin is considered "deprecated".

For proper monitoring of deployed ML models, a considerate data scientist/ML engineer want to check new data looks like training data.

Scope of the plugin

This plugin offers a set of different DSS components to monitor input data:

  • Custom metric: compute compliance metrics given a reference dataset or a saved model.
  • Custom check: validate new data given a reference dataset or a saved model.

Installation and requirements

Please see our official plugin page for installation.

Changelog

Version 1.0.0 (2020-08)

  • Initial release
  • Custom metric to compute compliance metrics
  • Custom check to validate new data based on compliance metrics

You can log feature requests or issues on our dedicated Github repository.

License

The Model drift monitoring plugin is:

Copyright (c) 2020 Dataiku SAS Licensed under the MIT License.

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