Classifiers Package#

Functions#

make_classifier(config)

Classifier factory

Classes#

AutoMLClassifier(config)

The AutoML Classifier uses the autogluon tabular library for AutoML

BERTSentiment(config)

The BERT Sentiment Classifier detects the sentiments of a text fragment using transformer bases pre-trained models.

Classifier(config)

Classifier steps attempt to guess a specified label_field given an input_field or input_fields.

CosineSimilarityClassifier(config)

The cosine similarity Classifier uses the cosine similarity to decide which text fragment is closest to which class.

FastTextClassifier(config)

The fastText Classifier uses the fastText library for text embedding and classification provided by Facebook's AI Research lab.

KFoldValidation(config)

The k-fold validation Classifier wrapper executes the specified Classifier into the k-fold validation principle.

SklearnClassifier(config)

The sklearn Classifier is a generic scikit-learn classifier.

SmartfilterClassifier(config)

The smartfilter Classifier uses the Elastic Search based highlight tags <squirro:highlight> and </squirro:highlight> to classify text fragments.

VaderSentiment(config)

The Vader Sentiment Classifier applies rule based sentiment analysis (positive, neutral, negative) on a string.