Abstract: Sub vocal speech patterns are a unique investigation line, it has strengthened in the las few years. Aiming to identify sub vocal patterns with NAM sensors, this investigation proposes to identify sub vocal samples with Artificial Intelligence (AI) like neuronal networks techniques. Between the results of the research, it can be noticed the capacity to identify phrases and Spanish words.