Construction of an Intelligent Service Platform for Sports Venues Based on Machine Learning Algorithms

Due to the convenience brought by various technological achievements, people are increasingly neglecting the importance of physical exercise, leading to a decline in physical fitness. Sports venues can provide people with sports equipment, venues, and even some popular science knowledge for exercise, providing them with channels for exercise. However, having these equipment venues empty is not enough to fundamentally solve the problem, as people's lack of exercise is due to factors such as information blockage, lack of interest, or high learning costs. One of the main research objects of this article, the intelligent service platform, can become a key point to solve the above problems, especially the sports related application “Sports Communication” built on this foundation, which is of great significance because it combines the intelligent service platform with sports. Therefore, the main idea of this article is definitely not difficult to achieve. The investigator of this article conducted a series of surveys at a sports venue in a certain city, observing the difference in passenger flow before and after the use of the intelligent service platform. A set of data was obtained, which is that the average passenger flow of the venue before the use of the intelligent service platform was 2407 people, and after that, it was 3952 people. This huge contrast also leads to the final conclusion of this article: the construction of an intelligent service platform for sports venues based on machine learning algorithms can indeed bring greater passenger flow to sports venues, thereby enhancing the enthusiasm of local people for sports exercise.