Model management tool based on data mining and analysis

Abstract

The invention discloses a model management tool based on data mining and analysis. The model management tool comprises a model management module, an algorithm management module, a task management module, a data source management module and a service source management module. The core function of the system is model management, algorithm management and task management, other modules are auxiliary modules for the three core modules, and the effects of autonomous modeling, real-time model training, real-time display of output of model calculation and the like are achieved by using model selectionof the workflow technology, the calculation engine technology, the data storage technology, the task scheduling technology and the like. The model management tool has the beneficial effects that themodel creation efficiency during data mining and analysis is improved, the data mining and analysis processing efficiency is improved, the requirements of operators are reduced, and the production cost is reduced.

Description

Technical field [0001] The invention relates to the field of data mining equipment. The invention relates to a model management tool based on data mining and analysis. Background technique [0002] With the advent of the era of big data, people began to pay more attention to data mining and analysis. Therefore, many big data platforms have emerged. Many of these big data platforms focus on the processing of massive data: data collection and analysis , Preprocessing, ETL, and less in data value mining and analysis. In addition, there are some professional data mining and analysis platforms that provide richer data mining technologies and data analysis algorithms, but they are not comprehensive in terms of independent model creation, and they cannot create flexible and independent models, and conduct data mining and data mining. Analysis, users cannot create independent models through friendly model management interfaces according to their own ideas. They are often provided with m...

AI Technical Summary

Problems solved by technology

In addition, there are also some professional data mining and analysis platforms that provide relatively rich data mining technologies and data analysis algorithms, but they do not consider comprehensively in the creation of independent models, and cannot create models flexibly and independently for data mining and analysis. For analysis, users cannot create independent models through a friendly model management interface according to their own ideas, and are often provided externally with specific model templates for various industries; in addition, the selection of algorithms is relatively simple, and it cannot Therefore, the processing efficiency of data mining analysis cannot be guaranteed due to the selection of appropriate algorithms.

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