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ClimbsRocks / auto_ml

[UNMAINTAINED] Automated machine learning for analytics & production
http://auto-ml.readthedocs.io
MIT License
1.64k stars 310 forks source link

Explanation of algorithm? #431

Open shiyinw opened 5 years ago

shiyinw commented 5 years ago

Hi, thanks for this tool :-D It looks like a black box to me. Are there any methods to print the model summary?

pplonski commented 4 years ago

Sorry for the shameless plug ... however, as I see that this repo is unmaintained maybe I will help someone.

I'm working on an open-source python AutoML package mljar-supervised. This package is producing markdown reports for each model. Additionally, it computes model explanations: coefficients for linear models, decision tree visualization, feature importance and SHAP plots. Take a look at AutoML report: https://github.com/mljar/mljar-examples/tree/master/House_price_regression/AutoML_1#automl-leaderboard and example model summary: https://github.com/mljar/mljar-examples/blob/master/House_price_regression/AutoML_1/model_37/README.md