With the quick improvement of the Internet, enormous information has been applied in a lot of use. Be that as it may, there are regularly excess or unessential highlights in high dimensional information, so include determination is especially significant. By building subsets with new highlights and utilizing AI calculations including Xgboost and so on. To acquire early notice data with high dependability and constant by applying large information hypothesis, systems, models and techniques just as AI strategies are the unavoidable patterns later on. this examination proposed the fast choice of highlights by utilizing XGboost model in dispersed circumstances can improve the Model preparing proficiency under conveyed condition.