How do I practice Buddhism to attain peace of mind and know the inner self?
Read the Satipattana Sutta and the Anatta Lakkhana Sutta and do Satipattana meditation. Examine the things you consider to be the self and see if they are worth taking as a self. As for the inner self, examine if there's anything inside you that is worth considering as a self.