Plot Regression learning scoring#

visualizes the regressor learning curves with (root)mean squared error scorings.

# Author: L.Kouadio
# Licence: BSD-3-clausee
from watex.datasets import fetch_data
from watex.view.mlplot import plot_reg_scoring
# Note that for the demo, we import SVC rather than LinearSVR since the
# problem of Bagoue dataset is a classification rather than regression.
# if use regression instead, a convergence problem will occurs.
from watex.exlib.sklearn import SVC
X, y = fetch_data('bagoue analysed')# got the preprocessed and imputed data
svm =SVC()
baseplot_kws = {'lc': 'b',
                'lw': 3,
                "font_size": 7 }
t_errors, v_errors =plot_reg_scoring(svm, X, y, return_errors=True,
                                     **baseplot_kws)
plot reg scoring

Total running time of the script: ( 0 minutes 2.051 seconds)

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