John Snow Labs

Hundreds of NLP models in hundreds of languages are at your fingertips with just one line of code

Directly read and write pandas dataframes for frictionless integration with other libraries and existing ML pipelines

Including pre-trained models & pipelines

Quick and Easy

NLU is available on PyPI, Conda

  
# Install NLU from PyPI
pip install nlu

# Install NLU from Anaconda/Conda
conda install -c johnsnowlabs nlu

Spark NLP 2.5.x obtained the best performing academic peer-reviewed results

State-of-the-art Deep Learning algorithms
Achieve high accuracy with one line of code
350 + NLP Models
176 + unique NLP models and algorithms
68 + unique NLP pipelines consisting of different NLU components
50 + languages supported
14 + embeddings BERT, ELMO, ALBERT, XLNET, GLOVE, USE, ELECTRA
50 + Pre-trained Classifiers : Emotion, Sarcasm, Language, Question, E2E, Toxic
36 + Pre-Trained NER (Named Entity Recognition) models
34 + Pre-Trained POS (Part of Speech) models
3 + Pre-Trained Lemmatizer models
Dependency parsing untyped and typed
Spell Checking
Multi-lingual NER models in Dutch, English, French, German, Italian, Norwegian, Polish, Portuguese, Russian, Spanish

System	Year	Language	Accuracy
Spark NLP v2.4	2020	Python/Scala/Java/R	93.3 (test F1) - 95.9 (dev F1)
Spark NLP v2.x	2019	Python/Scala/Java/R	93
Spark NLP v1.x	2018	Python/Scala/Java/R	92
spaCy v2.x	2017	Python/Cython	92.6
spaCy v1.x	2015	Python/Cython	91.8
ClearNLP	2015	Java	91.7
CoreNLP	2015	Java	89.6
MATE	2015	Java	92.5
Turbo	2015	C++	92.4