Method and system for performing machine learning process

Abstract

There is provided a method and system for performing a machine learning process. The system comprises: a data collection unit for continuously collecting prediction data, a real result collection unitfor continuously collecting real results of the prediction data, a model automatic training unit for generating an updating training sample based on the collected prediction data and a correspondingreal result according to a configured model updating scheme and continuously obtaining an updated machine learning model by utilizing the updating training sample, and a service providing unit which is used for selecting an online machine learning module for providing an online prediction service from the machine learning models according to the configured model application scheme, and in responseto a prediction service request including the prediction data, providing a prediction result for the prediction data included in the prediction service request using the online machine learning model.

Description

technical field [0001] The present application relates generally to the field of artificial intelligence, and more particularly to a method and system for performing a machine learning process. Background technique [0002] With the emergence of massive data, artificial intelligence technology has developed rapidly, and machine learning is an inevitable product of the development of artificial intelligence to a certain stage. It is committed to mining valuable potential information from large amounts of data through computing means. In computer systems, "models" can be generated from historical data through machine learning algorithms, that is, historical data is provided to machine learning algorithms, and machine learning models can be obtained by modeling based on these historical data. [0003] However, in the process of machine learning, it involves the processing of data, features, algorithms, parameter tuning, etc., which requires a lot of machine learning knowledge a...

AI Technical Summary

Problems solved by technology

Even though there are already some platform products for machine learning modeling, the existing machine learning platforms only focus on completing the investigation of machine learning models, that is, how to train a machine learning model based on accumulated historical data. model, but cannot effectively realize the subsequent production and application of the machine learning model (for example, it is difficult to use the machine learning model to provide online services), in other words, there is a severe separation between the modeling scheme or the results and the model application process in the existing technology question

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