Fibromyalgia is a disorder causes chronic pain throughout the body with general fatigue, sleeping disorder and Cognitive difficulties as most common symptoms. ML and AI the potential glimmers for future presumed to have the ability to process complex datasets outside the sphere of human capabilities. Later transforming the data analysis into clinical insight that assists doctor’s planning and leading to improved results, better diagnosis, cost-effective care, and ultimately better treatment. Here we try to provide a Machine Learning base application using most effective logarithms and image processing classifiers, better coordination between latest trending technologies and healthcare leverage the field of Rheumatology.