An open API service indexing awesome lists of open source software.

https://github.com/dataiku/dss-plugin-model-data-compliance

Automatically check if new incoming data conforms the original training data
https://github.com/dataiku/dss-plugin-model-data-compliance

Last synced: 6 days ago
JSON representation

Automatically check if new incoming data conforms the original training data

Awesome Lists containing this project

README

          

# 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](https://www.dataiku.com/product/plugins/model-data-compliance/) 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](https://github.com/dataiku/dss-plugin-model-data-compliance/issues).

# License

The Model drift monitoring plugin is:

Copyright (c) 2020 Dataiku SAS
Licensed under the [MIT License](LICENSE.md).