| 
                                    
                                        gptkbp:instanceOf
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:model
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:citation
                                    
                                 | 
                                
                                    
                                        
                                            
                                            over 30,000 (as of 2023)
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:developer
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:Tianqi_Chen
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:documentation
                                    
                                 | 
                                
                                    
                                        
                                            
                                            https://xgboost.readthedocs.io/
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:feature
                                    
                                 | 
                                
                                    
                                        
                                            
                                            cross-validation
                                        
                                        
                                         
                                    
                                        
                                            
                                            early stopping
                                        
                                        
                                         
                                    
                                        
                                            
                                            regularization
                                        
                                        
                                         
                                    
                                        
                                            
                                            GPU acceleration
                                        
                                        
                                         
                                    
                                        
                                            
                                            parallelization
                                        
                                        
                                         
                                    
                                        
                                            
                                            sparse aware
                                        
                                        
                                         
                                    
                                        
                                            
                                            tree pruning
                                        
                                        
                                         
                                    
                                        
                                            
                                            weighted quantile sketch
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:license
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:Apache_License_2.0
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:mainFunction
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:dictionary
                                        
                                         
                                    
                                        
                                            gptkb:list
                                        
                                         
                                    
                                        
                                            
                                            regression
                                        
                                        
                                         
                                    
                                        
                                            
                                            gradient boosting
                                        
                                        
                                         
                                    
                                        
                                            
                                            user-defined prediction problems
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:notableUser
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:Kaggle_Grandmasters
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:platform
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:Windows
                                        
                                         
                                    
                                        
                                            gptkb:macOS
                                        
                                         
                                    
                                        
                                            gptkb:Linux
                                        
                                         
                                    
                                        
                                            
                                            cloud platforms
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:programmingLanguage
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:Java
                                        
                                         
                                    
                                        
                                            gptkb:Python
                                        
                                         
                                    
                                        
                                            gptkb:Go
                                        
                                         
                                    
                                        
                                            gptkb:Julia
                                        
                                         
                                    
                                        
                                            gptkb:C++
                                        
                                         
                                    
                                        
                                            gptkb:Scala
                                        
                                         
                                    
                                        
                                            gptkb:Dask
                                        
                                         
                                    
                                        
                                            
                                            R
                                        
                                        
                                         
                                    
                                        
                                            
                                            CLI
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:relatedTo
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:CatBoost
                                        
                                         
                                    
                                        
                                            gptkb:LightGBM
                                        
                                         
                                    
                                        
                                            gptkb:scikit-learn
                                        
                                         
                                    
                                        
                                            
                                            gradient boosting decision trees
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:releaseDate
                                    
                                 | 
                                
                                    
                                        
                                            
                                            2014
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:repository
                                    
                                 | 
                                
                                    
                                        
                                            
                                            https://github.com/dmlc/xgboost
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:supports
                                    
                                 | 
                                
                                    
                                        
                                            
                                            distributed computing
                                        
                                        
                                         
                                    
                                        
                                            
                                            custom evaluation metrics
                                        
                                        
                                         
                                    
                                        
                                            
                                            custom objective functions
                                        
                                        
                                         
                                    
                                        
                                            
                                            large datasets
                                        
                                        
                                         
                                    
                                        
                                            
                                            missing value handling
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:usedIn
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:machine_learning
                                        
                                         
                                    
                                        
                                            gptkb:Kaggle_competitions
                                        
                                         
                                    
                                        
                                            
                                            data science
                                        
                                        
                                         
                                    
                                        
                                            
                                            finance
                                        
                                        
                                         
                                    
                                        
                                            
                                            bioinformatics
                                        
                                        
                                         
                                    
                                        
                                            
                                            industry applications
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:bfsParent
                                    
                                 | 
                                
                                    
                                        
                                            gptkb:machine_learning
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        gptkbp:bfsLayer
                                    
                                 | 
                                
                                    
                                        
                                            
                                            4
                                        
                                        
                                         
                                    
                                 | 
                            
                        
                            
                                | 
                                    
                                        https://www.w3.org/2000/01/rdf-schema#label
                                    
                                 | 
                                
                                    
                                        
                                            
                                            XGBoost
                                        
                                        
                                         
                                    
                                 |