perceptron

Type Members

1. case class AveragedPerceptron(tags: Array[String], taggedWordBook: Map[String, String], featuresWeight: Map[String, Map[String, Double]]) extends Serializable with Product

   
   tags

   Holds all unique tags based on training

   taggedWordBook

   Contains non ambiguous words and their tags

   featuresWeight

   Contains prediction information based on context frequencies

2. class PerceptronApproach extends AnnotatorApproach[PerceptronModel] with PerceptronTrainingUtils

   

   Averaged Perceptron model to tag words part-of-speech.

   Averaged Perceptron model to tag words part-of-speech.

   Sets a POS tag to each word within a sentence. Its train data (train_pos) is a spark dataset of POS format values with Annotation columns.

   See https://github.com/JohnSnowLabs/spark-nlp/tree/master/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron for further reference on how to use this API.

3. class PerceptronApproachDistributed extends AnnotatorApproach[PerceptronModel] with PerceptronTrainingUtils

   

   Distributed Averaged Perceptron model to tag words part-of-speech.

   Distributed Averaged Perceptron model to tag words part-of-speech.

   Sets a POS tag to each word within a sentence. Its train data (train_pos) is a spark dataset of POS format values with Annotation columns.

   See https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/DistributedPos.scala for further reference on how to use this APIs.

4. class PerceptronModel extends AnnotatorModel[PerceptronModel] with PerceptronPredictionUtils

   

   Part of speech tagger that might use different approaches

   Part of speech tagger that might use different approaches

   See https://github.com/JohnSnowLabs/spark-nlp/tree/master/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron for further reference on how to use this API.

5. trait PerceptronPredictionUtils extends PerceptronUtils

   

6. trait PerceptronTrainingUtils extends PerceptronUtils

   

7. trait PerceptronUtils extends AnyRef

   

8. trait ReadablePretrainedPerceptron extends ParamsAndFeaturesReadable[PerceptronModel] with HasPretrained[PerceptronModel]

   

9. class StringMapStringDoubleAccumulator extends AccumulatorV2[(String, Map[String, Double]), Map[String, Map[String, Double]]]

   

10. class TrainingPerceptronLegacy extends Serializable

    

11. class TupleKeyLongDoubleMapAccumulator extends AccumulatorV2[((String, String), (Long, Double)), Map[(String, String), (Long, Double)]]