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[docs] update links to SynapseML (former MMLSpark) (#4564)
* Update README.md * Update Parallel-Learning-Guide.rst
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@ -91,7 +91,7 @@ Shapash (model visualization and interpretation): https://github.com/MAIF/shapas
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dtreeviz (decision tree visualization and model interpretation): https://github.com/parrt/dtreeviz
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MMLSpark (LightGBM on Spark): https://github.com/Azure/mmlspark
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SynapseML (LightGBM on Spark): https://github.com/microsoft/SynapseML
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Kubeflow Fairing (LightGBM on Kubernetes): https://github.com/kubeflow/fairing
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@ -47,13 +47,13 @@ This section describes how to run distributed LightGBM training in various progr
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Apache Spark
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^^^^^^^^^^^^
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Apache Spark users can use `MMLSpark`_ for machine learning workflows with LightGBM. This project is not maintained by LightGBM's maintainers.
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Apache Spark users can use `SynapseML`_ for machine learning workflows with LightGBM. This project is not maintained by LightGBM's maintainers.
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See `this MMLSpark example`_ and `the MMLSpark documentation`_ for additional information on using LightGBM on Spark.
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See `this SynapseML example`_ and `the SynapseML documentation`_ for additional information on using LightGBM on Spark.
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.. note::
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``MMLSpark`` is not maintained by LightGBM's maintainers. Bug reports or feature requests should be directed to https://github.com/Azure/mmlspark/issues.
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``SynapseML`` is not maintained by LightGBM's maintainers. Bug reports or feature requests should be directed to https://github.com/microsoft/SynapseML/issues.
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Dask
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^^^^
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@ -453,9 +453,9 @@ Example
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.. _Dask: https://docs.dask.org/en/latest/
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.. _MMLSpark: https://aka.ms/spark
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.. _SynapseML: https://aka.ms/spark
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.. _this MMLSpark example: https://github.com/Azure/mmlspark/blob/master/notebooks/LightGBM%20-%20Overview.ipynb
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.. _this SynapseML example: https://github.com/microsoft/SynapseML/blob/master/notebooks/LightGBM%20-%20Overview.ipynb
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.. _the Dask Array documentation: https://docs.dask.org/en/latest/array.html
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@ -467,7 +467,7 @@ Example
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.. _the metrics functions from dask-ml: https://ml.dask.org/modules/api.html#dask-ml-metrics-metrics
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.. _the MMLSpark Documentation: https://github.com/Azure/mmlspark/blob/master/docs/lightgbm.md
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.. _the SynapseML Documentation: https://github.com/microsoft/SynapseML/blob/master/docs/lightgbm.md
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.. _these Dask examples: https://github.com/microsoft/lightgbm/tree/master/examples/python-guide/dask
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