Method, apparatus, device and storage medium for generating machine learning model

Abstract

The embodiment of the invention discloses a method, an apparatus, a device and a storage medium for generating a machine learning model. The method comprises the following steps: acquiring a model association parameter input by a user through a human-computer interaction interface; the model association parameter comprises model generation data and display information types; generating at least one machine learning model matching at least one model generation algorithm according to the model generation data and the presentation information type; Generating target presentation information matching the presentation information type according to the generated machine learning model; providing the target presentation information to the user. The technical proposal of the embodiment of the invention can make the machine learning modeling process more generalized and automated.

Description

technical field

[0001] Embodiments of the present invention relate to the technical field of machine learning, and in particular, to a method, device, device, and storage medium for generating a machine learning model. Background technique

[0002] Machine learning is a very important research field in computer science and artificial intelligence. Developing a machine learning model is a time-consuming, expert-driven workflow that includes data preparation, feature selection, model or technique selection, training, and tuning. .

[0003] Existing open source automated machine learning modeling tools in the field of machine learning, such as Tpot, Auto-sklearn, etc., can simplify the modeling process by calling their packaged built-in functions, automatically search for hyperparameters, and achieve automatic or semi-automatic modeling the goal of.

[0004] In the process of realizing the present invention, the inventor finds that the prior art has the following defects: ...

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