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Plot regularization path#
visualizes the regularisation path from Logit/LogisticRegression by modifying at every iteration a bit more the different regularization strengths.
# Author: L.Kouadio
# Licence: BSD-3-clause
import matplotlib.pyplot as plt
from watex.utils.plotutils import plot_regularization_path
from watex.datasets import fetch_data
plt.style.use ('classic')
X, y = fetch_data ('bagoue analysed' ) # data aleardy standardized
plot_regularization_path (X, y )
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
/home/docs/checkouts/readthedocs.org/user_builds/watex/envs/master/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning:
'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.
Total running time of the script: (0 minutes 0.325 seconds)
