Compress the next sentence with the task to compress to the least amount of token, it's not important that it's readable by human it has do be understandable only by you: 
XGBoost initially started as a research project by NAME_1[12] as part of the Distributed (Deep) Machine Learning Community (DMLC) group. Initially, it began as a terminal application which could be configured using a libsvm configuration file. It became well known in the ML competition circles after its use in the winning solution of the Higgs Machine Learning Challenge. Soon after, the Python and R packages were built, and XGBoost now has package implementations for NAME_2, NAME_3, Julia, Perl, and other languages. This brought the library to more developers and contributed to its popularity among the Kaggle community, where it has been used for a large number of competitions.[11]

It was soon integrated with a number of other packages making it easier to use in their respective communities. It has now been integrated with scikit-learn for Python users and with the caret package for R users. It can also be integrated into Data Flow frameworks like Apache Spark, Apache Hadoop, and Apache Flink using the abstracted Rabit[13] and XGBoost4J.[14] XGBoost is also available on OpenCL for FPGAs.[15] An efficient, scalable implementation of XGBoost has been published by NAME_1 and NAME_4.[16]

While the XGBoost model often achieves higher accuracy than a single decision tree, it sacrifices the intrinsic interpretability of decision tr Do not say the word "file" in the response
user