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poteman da77c2bfd1 | 2 years ago | |
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.idea | 2 years ago | |
autox | 2 years ago | |
demo | 2 years ago | |
img | 2 years ago | |
test | 2 years ago | |
.DS_Store | 2 years ago | |
.gitignore | 2 years ago | |
LICENSE | 2 years ago | |
README.md | 2 years ago | |
README_EN.md | 2 years ago | |
run.py | 2 years ago | |
run_oneclick.py | 2 years ago | |
setup.py | 2 years ago | |
submit.py | 2 years ago |
English | 简体中文
AutoX一个高效的自动化机器学习工具。
它的特点包括:
!pip install automl-x -i https://www.pypi.org/simple/
git clone https://github.com/4paradigm/autox.git
pip install ./autox
## github访问速度较慢时可以通过gitee地址 https://gitee.com/poteman/autox
或
1. git clone https://github.com/4paradigm/autox.git
2. cd autox
3. python setup.py install
见demo文件夹
data_type | 对比AutoGluon | 对比H2o |
---|---|---|
binary classification | 20.44% | 2.98% |
regression | 37.54% | 39.66% |
time-series | 28.40% | 32.46% |
data_type | single-or-multi | data_name | metric | AutoX | AutoGluon | H2o |
---|---|---|---|---|---|---|
binary classification | single-table | Springleaf | auc | 0.78865 | 0.61141 | 0.78186 |
binary classification | single-table | stumbleupon | auc | 0.87177 | 0.81025 | 0.79039 |
binary classification | single-table | santander | auc | 0.89196 | 0.64643 | 0.88775 |
binary classification | multi-table | IEEE | accuracy | 0.920809 | 0.724925 | 0.907818 |
regression | single-table | ventilator | mae | 0.755 | 8.434 | 4.221 |
regression | single-table | Allstate Claims Severity | mae | 1137.07885 | 1173.35917 | 1163.12014 |
regression | single-table | zhidemai | mse | 1.0034 | 1.9466 | 1.1927 |
regression | single-table | Tabular Playground Series - Aug 2021 | rmse | 7.87731 | 10.3944 | 7.8895 |
regression | single-table | House Prices | rmse | 0.13043 | 0.13104 | 0.13161 |
regression | single-table | Restaurant Revenue | rmse | 2133204.32146 | 31913829.59876 | 28958013.69639 |
regression | multi-table | Elo Merchant Category Recommendation | rmse | 3.72228 | 3.80801 | 22.88899 |
regression-ts | single-table | Demand Forecasting | smape | 13.79241 | 25.39182 | 18.89678 |
regression-ts | multi-table | Walmart Recruiting | wmae | 4660.99174 | 5024.16179 | 5128.31622 |
regression-ts | multi-table | Rossmann Store Sales | RMSPE | 0.13850 | 0.20453 | 0.35757 |
功能开发完成后,发布相应的使用demo
若有其他希望AutoX支持的功能,欢迎提issue!
欢迎填写用户调研问卷,让AutoX变得更好!
错误信息 | 解决办法 |
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AutoX is an efficient automl tool, which is mainly aimed at data mining tasks with tabular data.
Jupyter Notebook CSV Python Markdown Pickle other
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