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xgboost: eXtreme Gradient Boosting
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xgboost: eXtreme Gradient Boosting
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A General purpose gradient boosting (tree) library.
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An optimized general purpose gradient boosting (tree) library.
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Authors:
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Authors:
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* Tianqi Chen, project creater
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* Tianqi Chen, project creater
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- Sparse feature format allows easy handling of missing values, and improve computation efficiency.
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- Sparse feature format allows easy handling of missing values, and improve computation efficiency.
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* Push the limit on single machine:
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* Push the limit on single machine:
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- Efficient implementation that optimizes memory and computation.
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- Efficient implementation that optimizes memory and computation.
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* Layout of gradient boosting algorithm to support generic tasks, see project wiki.
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* Layout of gradient boosting algorithm to support user defined objective
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* Python interface, works with numpy and scipy.sparse matrix
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Supported key components
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Supported key components
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