Following the tutorial from python machine learning by Alex Campbell
If you are interested in trying this out for yourself, change the function of the model on line 39 here
Some of the functions require different arguments
Here you can find a list of the functions with their arguments
- LogisticRegression(solver='liblinear', multi_class='ovr')
- LinearDiscriminantAnalysis()
- KNeighborsClassifier()
- DecisionTreeClassifier()
- GaussianNB()
- SVC(gamma='auto')
To better understand what is going on here, I would recommend reading his book here