some more links and restructuring
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README.md
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README.md
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Features
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--------
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* Easily accessible through python, R, Julia, CLI
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* Fast and memory efficient
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- Can be more than 10 times faster than GBM in sklearn and R. [benchm-ml numbers](https://github.com/szilard/benchm-ml)
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- Handles sparse matrices, support external memory
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* Easily accessible through CLI, [python](guide-python/basic_walkthrough.py),
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[R](../R-package/demo/basic_walkthrough.R),
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[Julia](https://github.com/antinucleon/XGBoost.jl/blob/master/demo/basic_walkthrough.jl)
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* Its fast! Benchmark numbers comparing xgboost, H20, Spark, R - [benchm-ml numbers](https://github.com/szilard/benchm-ml)
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* Memory efficient - Handles sparse matrices, supports external memory
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* Accurate prediction, and used extensively by data scientists and kagglers - [highlight links](https://github.com/dmlc/xgboost/blob/master/doc/README.md#highlight-links)
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* Distributed and Portable
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- The distributed version runs on Hadoop (YARN), MPI, SGE etc.
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- Scales to billions of examples and beyond
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* Distributed version runs on Hadoop (YARN), MPI, SGE etc., scales to billions of examples.
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Bug Reporting
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-------------
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