The cultivation of college students' innovative and entrepreneurial ability has become a hot issue in the field of higher education. This study discusses the current situation and development needs of college students' innovation and entrepreneurship ability under the background of the internet era. This paper mainly uses the grey relational…

The traditional system focuses excessively on physical skills and physical fitness assessment, with problems such as single indicator, static approach, subject limitation and inefficient data utilization, making it difficult to assess students in a comprehensive and fair manner. The rise of big data technology has brought about a turnaround, from…

This research focuses on the application of multimedia technology and the Dynamic Time Warping (DTW) algorithm in university vocal music teaching. This model provides students with multi-dimensional learning experiences and targeted feedback. Experimental results show that students in the experimental group using this new model have significantly…

In order to study the big data of college students' employment, this paper takes the big data of college students' employment as the premise, analyzes the current employment data by establishing a DBN model, and puts forward relevant management measures, aiming to provide scientific basis for the management of graduates' employment data. The…

This paper investigates a flipped classroom teaching model that integrates deep learning into the design of college physical education instruction. By adjusting the time schedule inside and outside the classroom, the model shifts the focus of teaching to students, and the teacher's role changes from knowledge transmitter to learning guide. The…

To target improving the physical fitness for female college students and to meet the individualized needs of different subgroups. A total of 6987 female college students from a teacher training college were assessed for physical fitness. Their fitness indices were analyzed using K-means clustering and GBDT regression algorithms. Based on physical…

The purpose of this article is to explore the guidance of college students' mental health and the construction of social environment based on ideological education, so as to improve the level of college students' mental health. Firstly, the universality, types, and causes of college students' mental health problems are analyzed, and the…

Due to the growth of China's social economy and culture, the demand for psychology is becoming more and more urgent. Environmental health is the unity of people's behavioral health that constitutes the environment and environmental conditions that meet people's basic needs. In this paper, the improved a priori algorithm is combined with…

Cultivating diversified and high-quality talents is the mode of cultivating talents in higher quality education. Aiming at the effect of the innovation of dance education system, the authors study the change of its influence on college students' artistic accomplishment under the new media form. Firstly, it analyzes the research status of the…

This article discusses the ecological environment moral education of college students based on deep learning. This article first points out the concept of deep learning and the relationship between ecological civilization and college students' ecological environment morality. Then, it expounds the latest concepts and achievements of ecological…

In the evolving landscape of vocal pedagogy, ttehe integration of computer-assisted technologies represents a transformative shift from traditional master-apprentice models. This study investigates the efficacy of computer-assisted vocal training methods compared to conventional approaches, focusing on improvements in pitch accuracy, vocal range…

This article explores the association between emotional intelligence, mental health, and English proficiency among college students. Survey results reveal that the gender ratio of college students is roughly equal, and the number of participants is stable each year. Humanities majors comprise 31% of the total. The authors collected data from…

With the vigorous development of intelligent campus construction, great changes have taken place in the development of information technology in colleges and universities from the previous digital to intelligent development. In the teaching process, the analysis of students' classroom learning has also changed from the previous manual observation…

This study examined the effectiveness of online English learning among college students by integrating data from multiple learning behavior sources. The research revealed a bidirectional regulatory relationship between device environment and cognitive strategies, clarified the critical threshold for the regulation of metacognitive strategies, and…

With the development of teaching theory, teaching workers gradually realize the importance of reading ability. Based on the development of new literature, this paper analyzes the relationship between students' reading ability and curriculum training through models. Combined with teaching cases, this paper integrates network-based learning…