kaggle-fastai-custom-metrics 1.0.2

Custom Metrics for fastai v1 for kaggle competitions

kaggle fastai custom metrics

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Custom Metrics for fastai v1 for kaggle competitions.

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Disclaimer :

Each Kaggle competition has a unique metrics suited to its, need this package lets you download those custom metrics to be used with fastai library. Since Metrics are an important part to evaulate your models performance.

Installation

pip install kaggle-fastai-custom-metrics==1.0.2

or

git clone https://github.com/shadab4150/kaggle_fastai_custom_metrics
cd kaggle_fastai_custom_metrics
pip install .

Usage :

from kaggle_fastai_custom_metrics.kfcm import *
print_all_metrics()

Competition URL	Metric
https://www.kaggle.com/c/plant-pathology-2020-fgvc7	column_mean_logloss
https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge	column_mean_aucroc
https://www.kaggle.com/c/trends-assessment-prediction	weighted_mae
https://www.kaggle.com/c/alaska2-image-steganalysis	alaska_weighted_auc
https://www.kaggle.com/c/google-quest-challenge	AvgSpearman
https://www.kaggle.com/c/landmark-recognition-2020	GAP_vector

metric = weighted_auc();
learn = Learner(data, arch, metrics= [metric] );