Checkout the following notebooks for examples on how to work with NLU.

NLU Applications Example

• Sentence Similarity with Multiple Sentence Embeddings
• Train a Deep Learning Classifier
• 6 Wordembeddings in 1 line with T-SNE plotting

NLU Demos on Datasets

• 6 Wordembeddings at in 1 line with T-SNE plotting

• Kaggle Twitter Airline Sentiment Analysis NLU demo
• Kaggle Twitter Airline Emotion Analysis NLU demo
• Kaggle Twitter COVID Sentiment Analysis NLU demo
• Kaggle Twitter COVID Emotion Analysis nlu demo

NLU component By examples

The following are Collab examples which showcase each NLU component and some applications.

Named Entity Recognition (NER)

• NER pretrained on ONTO Notes
• NER pretrained on CONLL

Part of speech (POS)

• POS pretrained on ANC dataset

Classifiers

• Unsupervised Keyword Extraction with YAKE
• Toxic Text Classifier
• Twitter Sentiment Classifier
• Movie Review Sentiment Classifier
• Sarcasm Classifier
• 50 Class Questions Classifier
• 20 Class Languages Classifier
• Fake News Classifier
• E2E Classifier
• Cyberbullying Classifier
• Spam Classifier
• Emotion Classifier

Word Embeddings

• BERT, ALBERT, ELMO, ELECTRA, XLNET, GLOVE and t-SNE plotting
• BERT Word Embeddings and t-SNE plotting
• ALBERT Word Embeddings and t-SNE plotting
• ELMO Word Embeddings and t-SNE plotting
• XLNET Word Embeddings and t-SNE plotting
• ELECTRA Word Embeddings and t-SNE plotting
• COVIDBERT Word Embeddings and t-SNE plotting
• BIOBERT Word Embeddings and t-SNE plotting
• GLOVE Word Embeddings and t-SNE plotting

NLU component By examples

The following are Collab examples which showcase each NLU component and some applications.

• Named Entity Recognition (NER)

  • NER pretrained on ONTO Notes
  • NER pretrained on CONLL

• Part of speech (POS)

  • POS pretrained on ANC dataset

• Classifiers

  • Unsupervised Keyword Extraction with YAKE
  • Toxic Text Classifier
  • Twitter Sentiment Classifier
  • Movie Review Sentiment Classifier
  • Sarcasm Classifier
  • 50 Class Questions Classifier
  • 20 Class Languages Classifier
  • Fake News Classifier
  • E2E Classifier
  • Cyberbullying Classifier
  • Spam Classifier
  • Emotion Classifier

• Word Embeddings

  • BERT, ALBERT, ELMO, ELECTRA, XLNET, GLOVE and t-SNE plotting
  • BERT Word Embeddings and t-SNE plotting
  • ALBERT Word Embeddings and t-SNE plotting
  • ELMO Word Embeddings and t-SNE plotting
  • XLNET Word Embeddings and t-SNE plotting
  • ELECTRA Word Embeddings and t-SNE plotting
  • COVIDBERT Word Embeddings and t-SNE plotting
  • BIOBERT Word Embeddings and t-SNE plotting
  • GLOVE Word Embeddings and t-SNE plotting

• Sentence Embeddings

  • BERT Sentence Embeddings and t-SNE plotting
  • ELECTRA Sentence Embeddings and t-SNE plotting
  • USE Sentence Embeddings and t-SNE plotting

• Dependency Parsing

  • Untyped Dependency Parsing
  • Typed Dependency Parsing

• Text Pre Processing and Cleaning

  • Tokenization
  • Stopwords removal
  • Stemming
  • Lemmatization
  • Normalizing
  • Spell checking
  • Sentence Detecting

• Chunkers

  • N Gram
  • Entity Chunking

• Matchers

  • Date Matcher

Simple NLU Demos

• NLU different output levels Demo

Sentence Embeddings

• BERT Sentence Embeddings and t-SNE plotting
• ELECTRA Sentence Embeddings and t-SNE plotting
• USE Sentence Embeddings and t-SNE plotting

Dependency Parsing

• Untyped Dependency Parsing
• Typed Dependency Parsing

Text Pre Processing and Cleaning

• Tokenization
• Stopwords removal
• Stemming
• Lemmatization
• Normalizing
• Spell checking
• Sentence Detecting

Chunkers

• N Gram
• Entity Chunking

Matchers

• Date Matcher

Simple NLU Demos

• NLU different output levels Demo