This research uses remote sensing technology and machine learning to study the cultural landscape and knowledge traditional beliefs of India. Satellite images of high resolution are brought together with data collected by the public in specific areas to form a complete database. The researchers discovered culturally significant landscapes with the help of a Random Forest and recognized sacred groves, traditional farms on terraces and other heritage sites. Through this approach, we can precisely observe how the land and its management have evolved with Indigenous beliefs. Using sophisticated remote sensing with participatory validation helps achieve both accuracy in science and respect for traditions. Using this method helps to identify and manage the relationships that exist between Indigenous communities and the environment.