Systems, apparatus, articles of manufacture, and methods for cross-training and collaborative artificial intelligence for active data management and analysis

Methods, apparatus, systems, and articles of manufacture for active data management and analysis are disclosed. An example apparatus includes at least one memory; an instruction; and processor circuitry to at least one of execute or instantiate instructions to: identify a node in a network environment; identifying some of the nodes as data subscribers; ingesting data from a data source; executing a machine learning model on the data to generate an output; and performing an action based on the output. 公开了用于主动数据管理和分析的方法、装置、系统和制品。一种示例装置包括：至少一个存储器；指令；以及处理器电路系统，该处理器电路系统用于进行执行或实例化指令中的至少一项以进行以下操作：标识网络环境中的节点；将节点中的一些节点标识为数据订户；从数据源摄取数据；对数据执行机器学习模型以生成输出；以及基于输出执行动作。