SVM Focus on C Parameter

Importing Modules


In [ ]:
from sklearn import svm

Run Variables Setup If Necessary


In [ ]:
if 'features_train' not in locals() or globals():
    %run ../dev/environment_setup.ipynb

Reduced Variables DataSet (1%)


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features_train_small = features_train[:len(features_train)/100]
labels_train_small = labels_train[:len(labels_train)/100]

Load SVM Classifier with C Parameter: Low Value


In [ ]:
clf = svm.SVC(kernel='linear', C=1.0)

Train and Predict Data


In [ ]:
train_predict("Train and Predict Data with Low C Value")

Load SVM Classifier with C Parameter: Low Value


In [ ]:
clf = svm.SVC(kernel='linear',  C=10000)

Train and Predict


In [ ]:
train_predict("Train and Predict Data with High C Value")