The vocational High School of Trinité is located in the North Atlantic of Martinique which is the main town and subprefecture. The main economic activities are fishing and manufacture of rum and sugar. The school employs 116 teachers and agents and has 711 students, most of whom come from the North, where social and economic conditions are difficult. It is also the region where there is the highest unemployment rate. All high school students have compulsory general education courses (Mathematics, French, English, Physics, History and Geography) and vocational courses according to their specificities. The vocational subjects taught are those of the industrial sector (mechanics, coachbuilding, coachbuilding painting, electricity, architecture, pastries) but also tertiary (management, administration, sales) and medico-social. a school for caregivers. The degrees offered are from CAP (First certificate) to BAC PRO in 3 years (BTECH National) and up to BTS (HND) for Electrotechnical industry . But also in the health and social sector. The tertiary students are also required to take Spanish courses. The priority of the school project is to enable the success of all students, optimize career choices and opportunities for further studies in higher education and promote employability. Therefore, the objectives to be achieved, among others are developing educational innovation, bringing the school closer to the company, promoting multilingualism and international openness in the fight against early school leaving and increasing future opportunities for each student. This project focuses on the development of AI-based tools to reduce emotional burdens and address the growing concerns of students in the area of mental health care, as more than 1 in 3 young people suffer from mental health disorders - depression, anxiety disorders, etc. - are at the heart of our concerns. This collaborative work will lead to strengthening the prevention of mental illness.