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Note Most classification methods require that features be encoded using simple value types, such as booleans, numbers, and strings.But note that just because a feature has a simple type, this does not necessarily mean that the feature's value is simple to express or compute.In the rest of this section, we will look at how classifiers can be employed to solve a wide variety of tasks.Our discussion is not intended to be comprehensive, but to give a representative sample of tasks that can be performed with the help of text classifiers.For example, if we train a naive Bayes classifier using the feature extractor shown in 1.2, it will overfit the relatively small training set, resulting in a system whose accuracy is about 1% lower than the accuracy of a classifier that only pays attention to the final letter of each name: The training set is used to train the model, and the dev-test set is used to perform error analysis.The test set serves in our final evaluation of the system.These ratios are known as function to provide the classifier with features encoding the length of the name, its first letter, and any other features that seem like they might be informative.

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(a) During training, a feature extractor is used to convert each input value to a feature set.The basic classification task has a number of interesting variants.For example, in multi-class classification, each instance may be assigned multiple labels; in open-class classification, the set of labels is not defined in advance; and in sequence classification, a list of inputs are jointly classified.Selecting relevant features and deciding how to encode them for a learning method can have an enormous impact on the learning method's ability to extract a good model.



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