Out[4]:

Report for pipelines.nusvr

Params:  {'reg__nu': [0.3, 0.5, 0.8], 'reg__C': [0.5, 1.0, 1.5, 2.0], 'reg__kernel': ['rbf', 'sigmoid']}

Pipeline(memory=None,
         steps=[('scaler',
                 StandardScaler(copy=True, with_mean=True, with_std=True)),
                ('reg',
                 NuSVR(C=1.0, cache_size=200, coef0=0.0, degree=3,
                       gamma='scale', kernel='rbf', max_iter=-1, nu=0.5,
                       shrinking=True, tol=0.001, verbose=False))],
         verbose=False)
Out[9]:
Text(0, 0.5, 'Actual')
Out[10]:
Text(0, 0.5, 'Residual')
Out[11]:
Text(0.5, 1.0, 'Residual distribution')
MAE: 4.02
MSE: 38.59