To generate a reliable model, the function must converge at a low threshold value. The function typically requires thousands of iterations to converge at a low threshold, which can take hours.
For reproducibility, train a model with MaxIterNum ('6000') and use a Seed ('100').
SELECT * FROM NeuralNet (
ON (SELECT 1) PARTITION BY 1
InputTable ('breast_cancer_train')
OutputTable ('cancer_output')
InputColumns ('clumpthickness', 'uniformityofcellsize', 'uniformityofcellshape', 'marginaladhesion', 'singleepithelialcell', 'barenuclei', 'blandchromatin', 'normalnucleoli', 'mitoses')
ResponseColumns ('class')
HiddenLayers ('10')
OverwriteOutput ('true')
MaxIterNum ('6000')
Threshold ('1')
Seed ('100')
);