NLP Keras model in browser with TensorFlow.js

Youtube search... | ...Google search

How to use your Keras model in browser with tensorflow.js

• NLP Keras model in browser with TensorFlow.js | Mikhail Salnikov - Towards Data Science
  • Named-entity recognition TensorFlow.js demo
  • Code: NERjs/train.py | GitHub
• The Unreasonable Effectiveness of Recurrent Neural Networks | Andrej Karpathy - Towards Data Science
• Natural Language Tools & Services:
  • Keras
    • keras.preprocessing.sequence.pad_sequences | Keras Documentation
  • TensorFlow.js
    • tf.loadLayersModel
  • Node.js
    • server.js for Node
  • JSON -JavaScript Object Notation | w3schools.com
  • Javascript
    • JavaScript String replace Method - regular expression
• Datasets:
  • Language-Independent Named Entity Recognition (II)
• Sequence to Sequence (Seq2Seq) Model:
  • Natural Language Processing (NLP):
    • Named Entity Recognition (NER)
    • Word Embedding
  • Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU), and Recurrent Neural Network (RNN)
  • Attention Mechanism/Model - Transformer Model
  • Global Vectors for Word Representation (GloVe)

SOTA = State of the Art

Mr. [B-PER] Johnson [I-PER] like Moscow! [B-LOC]