From 95ff84001766da64b2668c53f31da77b54505e80 Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Mon, 16 Aug 2021 17:18:50 +0530 Subject: [PATCH 1/7] Adding link to a ligthGBM article --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 378167ac2ee8..139221310c50 100644 --- a/README.md +++ b/README.md @@ -44,6 +44,7 @@ Next you may want to read: - [**Laurae++ interactive documentation**](https://sites.google.com/view/lauraepp/parameters) is a detailed guide for hyperparameters. - [**FLAML**](https://www.microsoft.com/en-us/research/project/fast-and-lightweight-automl-for-large-scale-data/articles/flaml-a-fast-and-lightweight-automl-library/) provides automated tuning for LightGBM ([code examples](https://github.com/microsoft/FLAML/blob/main/notebook/flaml_lightgbm.ipynb)). - [**Optuna Hyperparameter Tuner**](https://medium.com/optuna/lightgbm-tuner-new-optuna-integration-for-hyperparameter-optimization-8b7095e99258) provides automated tuning for LightGBM hyperparameters ([code examples](https://github.com/optuna/optuna/tree/master/examples/lightgbm)). +- [**Understanding LightGBM Parameters (and How to Tune Them)**](https://neptune.ai/blog/lightgbm-parameters-guide) Documentation for contributors: From 2f1d2a749edbea93b76b992135183d9d5f5c3572 Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Mon, 16 Aug 2021 17:19:21 +0530 Subject: [PATCH 2/7] Adding link to Neptune + LightGBM integration --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 139221310c50..2be870c012fd 100644 --- a/README.md +++ b/README.md @@ -65,6 +65,8 @@ FLAML (AutoML library for hyperparameter optimization): https://github.com/micro Optuna (hyperparameter optimization framework): https://github.com/optuna/optuna +Neptune + LightGBM integration: https://bit.ly/37MX3Mw + Julia-package: https://github.com/IQVIA-ML/LightGBM.jl JPMML (Java PMML converter): https://github.com/jpmml/jpmml-lightgbm From da39a17a3a40b27b4abad8a8d283f65ab19b7adb Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Mon, 16 Aug 2021 17:20:47 +0530 Subject: [PATCH 3/7] text formatting --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2be870c012fd..370d0bd12294 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ Next you may want to read: - [**Laurae++ interactive documentation**](https://sites.google.com/view/lauraepp/parameters) is a detailed guide for hyperparameters. - [**FLAML**](https://www.microsoft.com/en-us/research/project/fast-and-lightweight-automl-for-large-scale-data/articles/flaml-a-fast-and-lightweight-automl-library/) provides automated tuning for LightGBM ([code examples](https://github.com/microsoft/FLAML/blob/main/notebook/flaml_lightgbm.ipynb)). - [**Optuna Hyperparameter Tuner**](https://medium.com/optuna/lightgbm-tuner-new-optuna-integration-for-hyperparameter-optimization-8b7095e99258) provides automated tuning for LightGBM hyperparameters ([code examples](https://github.com/optuna/optuna/tree/master/examples/lightgbm)). -- [**Understanding LightGBM Parameters (and How to Tune Them)**](https://neptune.ai/blog/lightgbm-parameters-guide) +- [**Understanding LightGBM Parameters (and How to Tune Them)**](https://neptune.ai/blog/lightgbm-parameters-guide). Documentation for contributors: From 363281fd1ce89a7bd4ff24bbbf03de8087530509 Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Wed, 18 Aug 2021 12:20:24 +0530 Subject: [PATCH 4/7] Update README.md Co-authored-by: James Lamb --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 370d0bd12294..83e5aa67aa14 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ Next you may want to read: - [**Laurae++ interactive documentation**](https://sites.google.com/view/lauraepp/parameters) is a detailed guide for hyperparameters. - [**FLAML**](https://www.microsoft.com/en-us/research/project/fast-and-lightweight-automl-for-large-scale-data/articles/flaml-a-fast-and-lightweight-automl-library/) provides automated tuning for LightGBM ([code examples](https://github.com/microsoft/FLAML/blob/main/notebook/flaml_lightgbm.ipynb)). - [**Optuna Hyperparameter Tuner**](https://medium.com/optuna/lightgbm-tuner-new-optuna-integration-for-hyperparameter-optimization-8b7095e99258) provides automated tuning for LightGBM hyperparameters ([code examples](https://github.com/optuna/optuna/tree/master/examples/lightgbm)). -- [**Understanding LightGBM Parameters (and How to Tune Them)**](https://neptune.ai/blog/lightgbm-parameters-guide). +- [**Understanding LightGBM Parameters (and How to Tune Them using Neptune)**](https://neptune.ai/blog/lightgbm-parameters-guide). Documentation for contributors: From 1dba6a3a452ef1e7e98ee4eb7504e9317e652cb4 Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Wed, 18 Aug 2021 13:25:10 +0530 Subject: [PATCH 5/7] fixing link in external repos --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 83e5aa67aa14..ef8df2588304 100644 --- a/README.md +++ b/README.md @@ -65,7 +65,7 @@ FLAML (AutoML library for hyperparameter optimization): https://github.com/micro Optuna (hyperparameter optimization framework): https://github.com/optuna/optuna -Neptune + LightGBM integration: https://bit.ly/37MX3Mw +Neptune (metadata store: data versioning, experiment tracking and model registry): https://github.com/neptune-ai/neptune-client Julia-package: https://github.com/IQVIA-ML/LightGBM.jl From 2731c446ac46ef0ba562ab9563396d6c795de711 Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Wed, 18 Aug 2021 19:36:01 +0530 Subject: [PATCH 6/7] adding text --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ef8df2588304..872e8bf0a898 100644 --- a/README.md +++ b/README.md @@ -65,7 +65,7 @@ FLAML (AutoML library for hyperparameter optimization): https://github.com/micro Optuna (hyperparameter optimization framework): https://github.com/optuna/optuna -Neptune (metadata store: data versioning, experiment tracking and model registry): https://github.com/neptune-ai/neptune-client +Neptune (ML metadata store: data versioning, experiment tracking and model registry): https://github.com/neptune-ai/neptune-client Julia-package: https://github.com/IQVIA-ML/LightGBM.jl From f3f4ea394d8c0cb76b284d8ab386d1cb2215a34e Mon Sep 17 00:00:00 2001 From: Prince Canuma Date: Fri, 20 Aug 2021 10:24:44 +0530 Subject: [PATCH 7/7] remove link to neptune repo --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index 872e8bf0a898..e8ec21b6406e 100644 --- a/README.md +++ b/README.md @@ -65,8 +65,6 @@ FLAML (AutoML library for hyperparameter optimization): https://github.com/micro Optuna (hyperparameter optimization framework): https://github.com/optuna/optuna -Neptune (ML metadata store: data versioning, experiment tracking and model registry): https://github.com/neptune-ai/neptune-client - Julia-package: https://github.com/IQVIA-ML/LightGBM.jl JPMML (Java PMML converter): https://github.com/jpmml/jpmml-lightgbm