This study would evaluate the manuscript's design (organic and geometric), its significance, and its relevance to Islamic art and how it is proven to be a good example of visual art. A visual design is a combination of lines, textures, and colours. The creation of design depends upon the emergence of different types of lines. The development of this creative activity is associated with the evolution of the civilizations of mankind as well. Initially, the orientation of lines was used for communication and then for beautification. In this study, the specimen of Illuminated Qur'an manuscripts (16th century -18th century) has been collected from Ganjbkhsh library Islamabad (GBL) and Qatar national library. This study is conducted under the framework of physical analysis with the help of Artificial intelligence, a comparative analysis of Arabesque's typology and its attributes during the 16th to 18th century. In total, 542 images from 96 Qur'an manuscripts of GBL and 28 images from the 5 illuminated manuscripts of the Qur’an of the Qatar National library are included in this study. GBL data has been organized chronologically, as 30 manuscripts are from the 16th century, 24 from the 17th century and 42 from the 18th century whereas Qatar national library data has no defined chronological order. FastAi drew the relative chronology of the untrained data of Qatar National library and its results.