Update index.md
Fixing a couple of spelling and grammatical errors.
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@ -11,7 +11,7 @@ This document is hosted at http://xgboost.readthedocs.org/. You can also browse
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How to Get Started
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The best way to get started to learn xgboost is by the examples. There are three types of examples you can find in xgboost.
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* [Tutorials](#tutorials) are self-conatained tutorials on a complete data science tasks.
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* [Tutorials](#tutorials) are self-contained tutorials on complete data science tasks.
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* [XGBoost Code Examples](../demo/) are collections of code and benchmarks of xgboost.
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- There is a walkthrough section in this to walk you through specific API features.
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* [Highlight Solutions](#highlight-solutions) are presentations using xgboost to solve real world problems.
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