The integration of artificial intelligence (AI)-grounded procedures and the Internet of Things (IoT) is very important in the advancement of smart and intelligent paradigms. These techniques can be applied very efficiently for the development of various sectors, including the solution of mental health issues among students, especially in sports education. The proposed article is a summary and analysis of existing intelligent approaches employed to safeguard against numerous mental health issues during the academic journey of a learner.