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+XGBoost Examples
+====
+This folder contains the all example codes using xgboost. 
+Contribution of exampls, benchmarks is more than welcomed!
+If you like to share how you use xgboost to solve your problem, send a pull request:)
+
+Start Examples by Tasks
+====
+* [Binary classification](binary_classification)
+* [Multiclass classification](multiclass_classification)
+* [Regression](regression)
+* [Learning to Rank](rank)
+
+Features Walkthrough
+====
+This is a list of short codes introducing different functionalities of xgboost and its wrapper.
+* Basic walkthrough of wrappers. [python](guide-python/basic.py) [R](guide-R/basic.R) 
+* Cutomize loss function, and evaluation metric. [python](guide-python/custom_objective.py) [R](guide-R/custom_objective.R)
+* Boosting from existing prediction. [python](guide-python/boost_from_prediction.py) [R](guide-R/boost_from_prediction.R) 
+* Predicting using first n trees. [python](guide-python/predict_first_ntree.py) [R](guide-R/predict_first_ntree.R)
+* Cross validation(to come)
+
+Benchmarks
+====
+* [Starter script for Kaggle Higgs Boson](kaggle-higgs)