零代码算子流式数据建模分析系统设计与应用

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中图分类号：TP311 文献标识码：A 文章编号：2096-4706（2025）09-0088-08

Abstract： The system takes “analysis and judgment O= data + model” as its core idea， and it achieves efficient identification and accurate tracking of behaviors contained in data based on data governance and custom modeling analysis. The system adopts micro-service architecture， uses container technology to achieve high availability and elastic expansion， and comprehensively applies multi-model databases to build a modeling and analysis system with standardized， systematic， scenario-based and intelligent features. Among them， the data governance process covers the entire chain of aggregation， verification， classification， warehousing， and cleaning， ensuring data quality and consistency. The model layer disassembles complex data analysis methods into intuitive and easy to use operator components. Through convenient drag and drop interaction， operator components can be freely combined and configured according to the needs of actual applications to build highly targeted， high flexibility analysis model. The system has been tested in actual application， and its quality and efficiency have been significantly improved.

Keywords： data governance; zero-code modeling; operator; Machine Learning; visual analysi

0 引 言

在数据分析过程中，通过模型揭示数据间的内在联系，可以支持洞察、预测、研判和决策等任务。（剩余10756字）