This content aligns with Goal 3: Good Health and Wellbeing as well as Goal 10: Reducing Inequalities by presenting EEG and machine learning approaches to the classification of attention deficit and hyperactivity disorders for the improvement of specificity, reducing over diagnosis and under diagnoses, thereby avoiding undesirable consequences in adulthood.