橙鸟智能数据建模系统

系统为业务客户提供强大的数据挖掘分析工具，提升企业数据价值，主要功能包括：（1）数据仓库（数据集成、数据资源、数据挖掘）    支持多源异构数据的适配与集成，可以对数据链接和内外部数据源进行配置管理。支持对数据进行分层分类管理和高效的数据治理，提供数据权限管理功能。（2）模型工厂（数据可视化建模、模型发布、模型管理、数据模型开发）模型的设计和管理功能，支持模型的可视化拖拽式设计，包括我的模型、可视化模型设计、模型发布、应用发布等功能。（3）模型训练制定训练任务，对模型和应用进行训练，支持训练结果查看和训练反馈功能，只有通过训练的模型和应用才可以上架进入到应用市场，包括训练任务管理、训练结果、训练反馈、上下架管理等功能（4）算子库平台内置丰富的算子库，包括基础算子和业务算子，支持算子的自定义功能。（5）调度中心管理模型和训练的任务，包括任务的新增、编辑、查看、删除、执行等，支持任务日志功能。（6）应用中心对已经上架的成熟模型和应用进行管理，支持模型和应用的上下架、执行操作。所有用户都有权限进行查询、查看、使用和收藏。

This system provides powerful data mining and analysis tools for business customers to enhance enterprise data value. Its core functions are as follows:
(1) Data Warehouse (Data Integration, Data Resources, Data Mining): Supports the adaptation and integration of multi-source heterogeneous data, enables configuration management of data links and internal/external data sources. It supports hierarchical and categorized data management and efficient data governance, and provides data permission management functions.
(2) Model Factory (Data Visualization Modeling, Model Release, Model Management, Data Model Development): Provides model design and management functions, supports drag-and-drop visual model design, including features such as My Models, Visual Model Design, Model Release, and Application Release.
(3) Model Training: Enables the creation of training tasks for models and applications, supports viewing training results and submitting training feedback. Only models and applications that have passed training can be launched to the Application Marketplace. This module includes functions such as training task management, training result query, training feedback, and launch/removal management.
(4) Operator Library Platform: Built with a rich operator library including basic operators and business operators, and supports operator customization functions.
(5) Scheduling Center: Manages model and training tasks, including task creation, editing, viewing, deletion, and execution, and supports task logging functions.
(6) Application Center: Manages launched mature models and applications, supports launch/removal and execution operations for models and applications. All users have permissions to query, view, use, and favorite these resources.

搜集汇总

背景与挑战

背景概述

橙鸟智能数据建模系统是一个综合性数据分析平台，提供数据集成、可视化建模、模型训练、算子库管理、任务调度和应用管理等核心功能，支持企业进行全流程数据价值挖掘。系统支持多源数据集成、拖拽式模型设计和训练任务管理，最终通过应用中心实现模型的市场化运营。