@@ -48,6 +48,7 @@ the word using the `#RubyML` hash tag!
4848 * [ Clustering] ( #clustering )
4949 * [ Linear classifiers] ( #linear-classifiers )
5050 * [ Statistical models] ( #statistical-models )
51+ * [ Gradient boosting] ( #gradient-boosting )
5152- [ Applications of machine learning] ( #applications-of-machine-learning )
5253- [ Data structures] ( #data-structures )
5354- [ Data visualization] ( #data-visualization )
@@ -219,9 +220,15 @@ programming languages with appropriate bindings for Ruby.
219220
220221### Gradient boosting
221222
222- - [ xgboost] ( https://github.com/PairOnAir/xgboost-ruby ) - Ruby bindings for XGBoost
223- - [ xgb] ( https://github.com/ankane/xgb ) - Ruby bindings for XGBoost
224- - [ lightgbm] ( https://github.com/ankane/lightgbm ) - Ruby bindings for LightGBM
223+ - [ xgboost] ( https://github.com/PairOnAir/xgboost-ruby ) &mdash ;
224+ Ruby bindings for XGBoost.
225+ <sup >[[ dep: XGBoost] ( #xgboost )] </sup >
226+ - [ xgb] ( https://github.com/ankane/xgb ) &mdash ;
227+ Ruby bindings for XGBoost.
228+ <sup >[[ dep: XGBoost] ( #xgboost )] </sup >
229+ - [ lightgbm] ( https://github.com/ankane/lightgbm ) &mdash ;
230+ Ruby bindings for LightGBM.
231+ <sup >[[ dep: LightGBM] ( #lightgbm )] </sup >
225232
226233## Applications of machine learning
227234
@@ -371,6 +378,10 @@ section on the [Data Science with Ruby][ds-with-ruby] list.
371378
372379## Related Resources
373380
381+ - <a name =" lightgbm " ></a >
382+ [ LightGBM] ( https://github.com/microsoft/LightGBM )
383+ - <a name =" xgboost " ></a >
384+ [ XGBoost] ( https://github.com/dmlc/xgboost )
374385- <a name =" gls " ></a >
375386 [ GSL (GNU Scientific Library)] [ gls ]
376387- <a name =" opencv " ></a >
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