Various algorithms work using incremental learning. For classification, we will recall the following:
- sklearn.naive_bayes.MultinomialNB
- sklearn.naive_bayes.BernoulliNB
- sklearn.linear_model.Perceptron
- sklearn.linear_model.SGDClassifier
- sklearn.linear_model.PassiveAggressiveClassifier
For regression, we will recall the following:
- sklearn.linear_model.SGDRegressor
- sklearn.linear_model.PassiveAggressiveRegressor
As for velocity, they are all comparable in speed. You can try for yourself with the following script:
In: from sklearn.naive_bayes import MultinomialNB from sklearn.naive_bayes import BernoulliNB from sklearn.linear_model import Perceptron from sklearn.linear_model import SGDClassifier from sklearn.linear_model ...
