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DBPedia_​texts_​classification_​with_​BERT_​by_​Redfield

DBPedia texts classification with BERT by Redfield

The workflow uses enhanced version that includes Portuguese texts. English data is taken from here:
https://www.kaggle.com/danofer/dbpedia-classes
The workflow show how to use BERT extension for Knime by Redfield to train models for text classification.


The workflow uses enhanced version that includes Portuguese texts. English data is taken from here:https://www.kaggle.com/danofer/dbpedia-classesThe workflow show how to use BERT extension for Knime by Redfield to train models for text classification. Node 15l1l2l1l1l2l2Node 310Node 313Update table specUpdate table specGet statisticson the texts lengthNode 376BERT Model Selector Filter rare classesand partition Count classrepresentatives Count classrepresentatives Filter rare classesand partition BERT configuration BERT ClassificationLearner BERT Predictor BERT Predictor BERT ClassificationLearner Misclassificationanalysis Timer Info Timer Info Domain Calculator Domain Calculator Misclassificationanalysis Text assessment Table Reader The workflow uses enhanced version that includes Portuguese texts. English data is taken from here:https://www.kaggle.com/danofer/dbpedia-classesThe workflow show how to use BERT extension for Knime by Redfield to train models for text classification. Node 15l1l2l1l1l2l2Node 310Node 313Update table specUpdate table specGet statisticson the texts lengthNode 376 BERT Model Selector Filter rare classesand partition Count classrepresentatives Count classrepresentatives Filter rare classesand partition BERT configuration BERT ClassificationLearner BERT Predictor BERT Predictor BERT ClassificationLearner Misclassificationanalysis Timer Info Timer Info Domain Calculator Domain Calculator Misclassificationanalysis Text assessment Table Reader

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

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Created by: artem
Created at: 2020-10-21
On NodePit since: 2020-11-18
Last update: 2024-12-17
Created with KNIME version: v4.6.1
Tags: RedfieldBERTNLPDeep LearningText classification

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