Fecha de publicación: 22/06/2023 Fuente: Wipo "BigData" The present invention discloses a serialization system for random data access, including a big data analysis and processing sub-system, a data access serialization server sub-system, a client runtime sub-system, and a prediction and instruction-combined data distribution sub-system, where the big data analysis and processing sub-system includes a machine learning algorithm sub-system, a behavioral data processing and modeling sub-system, and a model evaluation sub-system. The present invention belongs to the field of computer technologies, and specifically, relates to a serialization system for random data access, to "serialize" access to the pieces of data and serve data access in a manner similar to the streaming media, thereby perfectly resolving the problems in games, programs, and data distribution and access. A game can be clicked and played without waiting for installation or download. A program can also be clicked and opened, and can be quickly entered without waiting for download and installation. Big data can be accessed without waiting for download to the local, and random access at any time becomes possible without worrying about a local storage capacity.