Teaching-oriented ML metapackage: standard DS stack + Optuna + LazyPredict + PPS
Project description
zaaw_algo_ml
A small teaching-oriented metapackage that installs a standard data-science / ML stack together with:
- Optuna
- PPS score (
ppscore) - LazyPredict
It is intended for student virtual environments.
Install
python -m pip install --upgrade pip
python -m pip install .
Or build a wheel first:
python -m pip install build
python -m build
python -m pip install dist/zaaw_algo_ml-0.1.0-py3-none-any.whl
What it includes
- numpy
- pandas
- matplotlib
- seaborn
- scipy
- scikit-learn
- statsmodels
- joblib
- optuna
- ppscore
- lazypredict
Notes
- This package does not include Jupyter magics like
%matplotlib inline. - This package does not include your local module
functions.eda_automations; that would need to be packaged separately. - Version ranges are intentionally conservative to reduce the chance of sudden breaking upgrades.
Quick test
from zaaw_algo_ml import smoke_test, print_versions
print_versions()
smoke_test()
Project details
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