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NeuroDataDesign / scikit-learn

scikit-learn: machine learning in Python
https://scikit-learn.org
BSD 3-Clause "New" or "Revised" License
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Comparison between sklearn RandomForest and ExtraTrees #27

Closed sju777 closed 4 years ago

sju777 commented 4 years ago

Description Currently, there is no official comparison using multiple datasets between the accuracies of sklearn's RandomForest and ExtraTrees classifiers.

Enhancement I will make a tutorial notebook that benchmark RFClassifier and ExtraTreesClassifier using the CC-18 and 100 datasets in OpenML. The figures that will be included are heatmaps (portraying accuracies of hyperparameter pairs), accuracies (plotted against number of features and number of samples), and runtimes (also plotted against number of features and number of samples).

bdpedigo commented 4 years ago

Can you briefly describe what figures/tables you plan on making (so we know how to evaluate success at end of sprint 1) ?

sju777 commented 4 years ago

Yea! I will update the description in a few minutes.