This study gives an idea about myopia which become a leading health concern and socio-economical issue with a big threat to the pediatric population. Also, give an idea about some genetic and environmental factors for myopia progression. Clinical, environmental markers for predicting this visual threatening disease. Involvement of corneal biomechanics, a different mode of managing myopia, most important, different approaches for predicting myopia and an efficient model selection for handling such huge data from EMR and predicting the disease perfectly with the help of AI.