Diagnosis is an area of utmost importance in medical treatment. A person can be cured only when the doctor properly diagnoses the disease and gives the appropriate treatment. However, wrong diagnosis, wrong treatment even when the disease is correctly diagnosed, and wrong treatment can cause side effects and delay the cure. Sometimes it can be life-threatening. It is important for us to know how allopathic doctors, who are now called modern doctors, diagnose disease. They first note down the patient's complaints in order. In this paper, an innovation development of disease identification was proposed using medical deep learning model. The complete and correct information they can provide helps in proper diagnosis. Only after that the doctors examine the patient's body. Testing is not just about checking pulse and blood pressure. All body parts will be examined like abdomen, nervous system-brain function, muscle, skeletal system. Urinary tract and sexual organs will also be examined by the appropriate doctor. Thus, after doing a full body examination, they find out what the patient is suffering from.