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JKISeason2-6

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BERT-based approach Spacy + conformal prediction approach Optimizing error rate Processing referencesTraining + validationtestTrainingvalidationGet modelfrom TFHFine-tuneBERT + classifierBERT predictionfor testExtract embeddingsDimensionalityreductionUnwindembeddingsColor by classTrain RFon BERT embeddingsGet RFpredictionsExtract embeddingsUnwindembeddingsGet Spacy embeddingsen_core_web_mdTraining + calibrationTestUnwindembeddingsTrain RFon Spacy embeddingsGet RFpredictionsTrainingcalibrationGet calibration tableGet conformalpredictionserror rate = 0.05ClassesdistributionOptimizeerror ratedynamicerror rateestimateconformal predictionsVisualizeefficiency/validityvs error rateResults forTotalerror rateRead dataString Manipulation Column Filter Partitioning Partitioning BERT Model Selector BERT ClassificationLearner BERT Predictor BERT Embedder t-SNE (L. Jonsson) Split CollectionColumn Color Manager Random ForestLearner Random ForestPredictor BERT Embedder Split CollectionColumn Spacy Vectorizer Spacy ModelSelector Partitioning Split CollectionColumn Random ForestLearner Random ForestPredictor Partitioning Random ForestPredictor ConformalClassification Bar Chart Prediction analysis Parameter OptimizationLoop Start ConformalClassification Loop End Conformal Scorer Line Plot (Plotly) Row Filter ConstantValue Column BERT-basedprediction analysis Table Reader BERT-based approach Spacy + conformal prediction approach Optimizing error rate Processing referencesTraining + validationtestTrainingvalidationGet modelfrom TFHFine-tuneBERT + classifierBERT predictionfor testExtract embeddingsDimensionalityreductionUnwindembeddingsColor by classTrain RFon BERT embeddingsGet RFpredictionsExtract embeddingsUnwindembeddingsGet Spacy embeddingsen_core_web_mdTraining + calibrationTestUnwindembeddingsTrain RFon Spacy embeddingsGet RFpredictionsTrainingcalibrationGet calibration tableGet conformalpredictionserror rate = 0.05ClassesdistributionOptimizeerror ratedynamicerror rateestimateconformal predictionsVisualizeefficiency/validityvs error rateResults forTotalerror rateRead dataString Manipulation Column Filter Partitioning Partitioning BERT Model Selector BERT ClassificationLearner BERT Predictor BERT Embedder t-SNE (L. Jonsson) Split CollectionColumn Color Manager Random ForestLearner Random ForestPredictor BERT Embedder Split CollectionColumn Spacy Vectorizer Spacy ModelSelector Partitioning Split CollectionColumn Random ForestLearner Random ForestPredictor Partitioning Random ForestPredictor ConformalClassification Bar Chart Prediction analysis Parameter OptimizationLoop Start ConformalClassification Loop End Conformal Scorer Line Plot (Plotly) Row Filter ConstantValue Column BERT-basedprediction analysis Table Reader

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Created by: artem
Created at: 2023-05-06
On NodePit since: 2023-05-08
Last update: 2024-12-17
Created with KNIME version: v4.7.2
Tags: JKISeason2-6

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