Crop analysis and prediction have emerged as critical components in optimizing agricultural practices. Efficient crop recommendation systems are pivotal in aiding decision-making regarding suitable crops based on land and climatic conditions. Traditionally, this process relied heavily on the expertise of farmers, resulting in labour-intensive and time-consuming efforts.