In view of the high computational cost and long computational time of IoT edge algorithm in traditional sports event evaluation, this paper optimizes IoT edge algorithm by introducing deep reinforcement learning technology. Set the IoT edge algorithm cycle through the IoT topology to obtain the data upload speed. In order to improve the evaluation efficiency of sports events, the process of edge algorithm is designed. The contribution rate of evaluation index is calculated, and the consistency, minimum deviation, and minimum difference of the results are taken as the standard to design the evaluation method of sports events. In order to verify the performance of the optimized edge algorithm, the test data set and test platform are set up and the comparative experiment is designed. Compared with the traditional methods, the edge algorithm based on DSLL has lower computational cost, shorter computational time, higher evaluation accuracy, and more practical results.
Teaching evaluation is an important means to ensure the teaching quality of public physical education in colleges and universities. At present, physical education in colleges and universities is constantly changing, and the evaluation system of public physical education has also changed greatly. Based on the perspective of management by objectives, this paper makes a comprehensive evaluation of physical education teaching from two aspects: teachers’ teaching preparation and practical teaching. It takes the cultivation of students’ sports habits and lifelong sports consciousness as the ultimate goal, establishes 22 indexes to form an index system, and follows the requirements of the new curriculum teaching reform for the development of physical education. In order to continuously improve the level of physical education teaching as the guiding concept, the indexes are refined and decomposed. To determine the weight score of the three-level indexes and the index weight ranking, AHP is used, which is a formal method used to derive ranking from pairwise comparison technique, in accordance with a certain logical relationship, and provide reference for the evaluation of public physical education teaching in colleges and universities. In order to achieve the multiple objectives of public physical education curriculum as the starting point, attention should paid to the teaching focus of public physical education curriculum, and a comprehensive reform strategy should be put forward.
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