[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
dtreeviz (decision tree visualization and model interpretation): https://github.com/parrt/dtreeviz
MMLSpark (LightGBM on Spark): https://github.com/Azure/mmlspark
SynapseML (LightGBM on Spark): https://github.com/microsoft/SynapseML
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
Apache Spark
^^^^^^^^^^^^
Apache Spark users can use `MMLSpark`_ for machine learning workflows with LightGBM. This project is not maintained by LightGBM's maintainers.
Apache Spark users can use `SynapseML`_ for machine learning workflows with LightGBM. This project is not maintained by LightGBM's maintainers.
See `this MMLSpark example`_ and `the MMLSpark documentation`_ for additional information on using LightGBM on Spark.
See `this SynapseML example`_ and `the SynapseML documentation`_ for additional information on using LightGBM on Spark.
.. note::
``MMLSpark`` is not maintained by LightGBM's maintainers. Bug reports or feature requests should be directed to https://github.com/Azure/mmlspark/issues.
``SynapseML`` is not maintained by LightGBM's maintainers. Bug reports or feature requests should be directed to https://github.com/microsoft/SynapseML/issues.
Dask
^^^^
@ -453,9 +453,9 @@ Example
.. _Dask: https://docs.dask.org/en/latest/
.. _MMLSpark: https://aka.ms/spark
.. _SynapseML: https://aka.ms/spark
.. _this MMLSpark example: https://github.com/Azure/mmlspark/blob/master/notebooks/LightGBM%20-%20Overview.ipynb
.. _this SynapseML example: https://github.com/microsoft/SynapseML/blob/master/notebooks/LightGBM%20-%20Overview.ipynb
.. _the Dask Array documentation: https://docs.dask.org/en/latest/array.html
@ -467,7 +467,7 @@ Example
.. _the metrics functions from dask-ml: https://ml.dask.org/modules/api.html#dask-ml-metrics-metrics
.. _the MMLSpark Documentation: https://github.com/Azure/mmlspark/blob/master/docs/lightgbm.md
.. _the SynapseML Documentation: https://github.com/microsoft/SynapseML/blob/master/docs/lightgbm.md
.. _these Dask examples: https://github.com/microsoft/lightgbm/tree/master/examples/python-guide/dask