Skip to content

Commit

Permalink
[docs] added link to kubeflow fairing and enhanced parallel guide (mi…
Browse files Browse the repository at this point in the history
  • Loading branch information
StrikerRUS authored Dec 2, 2019
1 parent bbc45fe commit 51ceef8
Show file tree
Hide file tree
Showing 2 changed files with 23 additions and 0 deletions.
2 changes: 2 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -70,6 +70,8 @@ SHAP (model output explainer): https://github.com/slundberg/shap

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

LightGBM.NET (.NET/C#-package): https://github.com/rca22/LightGBM.Net
Expand Down
21 changes: 21 additions & 0 deletions docs/Parallel-Learning-Guide.rst
Original file line number Diff line number Diff line change
Expand Up @@ -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.

**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
-------------------------------------

Expand Down Expand Up @@ -122,6 +132,17 @@ 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

.. _A simple parallel example: https://github.com/microsoft/lightgbm/tree/master/examples/parallel_learning

0 comments on commit 51ceef8

Please sign in to comment.