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This paper provides a fresh methodology determined by equipment learning approaches in diagnostics of psychosocial assessments to establish the risk amount in academics of community colleges in Colombia. A comparative research of three crucial versions of machine Understanding for prediction was carried out: synthetic neural networks, selection tre