Unverified Commit 51ceef84 authored by Nikita Titov's avatar Nikita Titov Committed by GitHub
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[docs] added link to kubeflow fairing and enhanced parallel guide (#2602)

parent bbc45fed
...@@ -70,6 +70,8 @@ SHAP (model output explainer): https://github.com/slundberg/shap ...@@ -70,6 +70,8 @@ SHAP (model output explainer): https://github.com/slundberg/shap
MMLSpark (LightGBM on Spark): https://github.com/Azure/mmlspark MMLSpark (LightGBM on Spark): https://github.com/Azure/mmlspark
Kubeflow Fairing (LightGBM on Kubernetes): https://github.com/kubeflow/fairing
ML.NET (.NET/C#-package): https://github.com/dotnet/machinelearning ML.NET (.NET/C#-package): https://github.com/dotnet/machinelearning
LightGBM.NET (.NET/C#-package): https://github.com/rca22/LightGBM.Net LightGBM.NET (.NET/C#-package): https://github.com/rca22/LightGBM.Net
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...@@ -5,6 +5,16 @@ This is a guide for parallel learning of LightGBM. ...@@ -5,6 +5,16 @@ This is a guide for parallel learning of LightGBM.
Follow the `Quick Start <./Quick-Start.rst>`__ to know how to use LightGBM first. Follow the `Quick Start <./Quick-Start.rst>`__ to know how to use LightGBM first.
**List of external libraries in which LightGBM can be used in a distributed fashion**
- `Dask-LightGBM`_ allows to create ML workflow on Dask distributed data structures.
- `MMLSpark`_ integrates LightGBM into Apache Spark ecosystem.
`The following example`_ demonstrates how easy it's possible to utilize the great power of Spark.
- `Kubeflow Fairing`_ suggests using LightGBM in a Kubernetes cluster.
`These examples`_ help to get started with LightGBM in a hybrid cloud environment.
Choose Appropriate Parallel Algorithm Choose Appropriate Parallel Algorithm
------------------------------------- -------------------------------------
...@@ -122,6 +132,17 @@ Example ...@@ -122,6 +132,17 @@ Example
- `A simple parallel example`_ - `A simple parallel example`_
.. _Dask-LightGBM: https://github.com/dask/dask-lightgbm
.. _MMLSpark: https://aka.ms/spark
.. _The following example: https://github.com/Azure/mmlspark/blob/master/notebooks/samples/LightGBM%20-%20Quantile%20Regression%20for%20Drug%20Discovery.ipynb
.. _Kubeflow Fairing: https://www.kubeflow.org/docs/fairing/fairing-overview
.. _These examples: https://github.com/kubeflow/fairing/tree/master/examples/lightgbm
.. _here: https://www.youtube.com/watch?v=iqzXhp5TxUY .. _here: https://www.youtube.com/watch?v=iqzXhp5TxUY
.. _A simple parallel example: https://github.com/microsoft/lightgbm/tree/master/examples/parallel_learning .. _A simple parallel example: https://github.com/microsoft/lightgbm/tree/master/examples/parallel_learning
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