Abstract: A method, a system, and computer program product for managing upgrades of cloud-based software applications are provided. A request to convert assets is received. Historical data and current data associated with the assets is retrieved. A conversion score is generated for converting the one or more assets. The conversion score includes a weighted sum of a plurality of risk scores, each of the plurality of risk scores being determined by using a machine learning model including a convolution function configured to process the historical data and the current data. A conversion of the assets is selectively enabled based on a comparison of the conversion score to a threshold. Current data associated with the assets is updated and display based on the conversion.