目录

AutoML

misaraty 更新 | 2022-11-27
前言
AutoML框架: Ray-TuneNNITPOTHyperoptOptunaAutoGluonMLJARFLAMLPyCaret等。

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Github Star趋势

TPOT

在线安装

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conda install -c conda-forge tpot

离线安装

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# install
tarj tpot-0.11.5.tar.gz
cd tpot-0.11.5/
pip install deap-1.3.1-cp38-cp38-manylinux2010_x86_64.whl
pip install update_checker-0.18.0-py3-none-any.whl
pip install stopit-1.1.2.tar.gz
pip install -e .

# test
from tpot import TPOTClassifier

Ray-Tune

在线安装

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pip install -U "ray[tune]"

FLAML

在线安装

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pip install flaml

Optuna

在线安装

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pip install optuna

离线安装

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pip install pbr-5.8.1-py2.py3-none-any.whl
pip install stevedore-3.5.0-py3-none-any.whl
pip install prettytable-3.2.0-py3-none-any.whl
pip install autopage-0.5.0-py3-none-any.whl
pip install pyperclip-1.8.2.tar.gz
pip install cmd2-2.4.0-py3-none-any.whl
pip install cliff-3.10.1-py3-none-any.whl
pip install colorlog-6.6.0-py2.py3-none-any.whl
pip install cmaes-0.8.2-py3-none-any.whl
pip install Mako-1.2.0-py3-none-any.whl
pip install alembic-1.7.7-py3-none-any.whl
pip install optuna-2.10.0-py3-none-any.whl

MLJAR

在线安装

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pip install mljar-supervised

PyCaret

在线安装

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pip install pycaret

  1. automl-Github ↩︎

  2. hyperparameter-optimization-Github ↩︎

  3. AutoML框架概览 ↩︎