This paper presents a brand new methodology depending on equipment Mastering approaches in diagnostics of psychosocial assessments to determine the risk degree in academics of public educational facilities in Colombia. A comparative review of three crucial designs of machine Understanding for prediction was performed: synthetic neural networks, cho