Abstract: A device and method for predicting a system failure from update data comprising two or more unimodal modules configured to determine feature information regarding an update to a code section. A neural network is trained with a machine learning algorithm to predict a system failure probability for the code update data that modifies the code section. The trained neural network is provided with the feature information from the two or more unimodal modules.

Abstract: A non-fungible token (NFT) associated with a computer game asset can be offered to a player or spectator of a computer game along with a predicted value of the asset generated by a machine learning (ML) model.

Abstract: A method and system for assisting virtual interaction on an entertainment device is disclosed. A user profile that includes user data associated with use of the entertainment device is stored. An indication of a new use by the user of the entertainment device based on the user profile is detected. An activity associated with the new use of the entertainment device is determined. An assistance for the activity associated with the new use of the entertainment device based on the user profile is provided and the user profile is updated based on the provided assistance.

Abstract: A map regarding one or more virtual actions may be stored in memory. The virtual actions may be associated with a set of data associated with performing a corresponding action in a real-world environment. Data regarding a action by a user in the real-world environment may be captured. A current progress level of the user within the virtual environment is identified. The current identified progress level is associated with one or more available virtual actions. The captured data may correspond to an identified one of the available virtual actions based on a match between the captured data and the set of data associated with the identified virtual action as indicated by the map. A search of one or more databases for instructions corresponding to the identified virtual action is initiated.