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This is a package for improving maching learning, contain all of components, you can very easy use it for traning a model and deploying from original data.

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lphcreat/semi_auto_ml

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About

this contain all component you can very easily use this model. This is a tool for model create from original data by featuretools and eval. Have DataCheck(check data)/AutoCreate(create features)/AutoSelect(select features)/ModelSelect(select model) will add ModelDeploy(deploy model)/MonitorPredict(monitor prediction)

Methods

Import Class

from feature_create_select.feature_create import AutoCreate from feature_create_select.feature_select import AutoSelect

Usage

you can see examples in auto_select_test.ipynb/feature_create_test.ipynb will add full_example by the path: data_check -> feature_create -> feature_select -> model_select -> model_deploy -> monitor_predict

Future

first

add PackageRules/Imbalace processing

seconde

add model_deploy,monitor_predict;

About

This is a package for improving maching learning, contain all of components, you can very easy use it for traning a model and deploying from original data.

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