What did I learn from the talk on BERT with Engineers SG

Link: https://www.engineers.sg/video/language-learning-with-bert-tensorflow-and-deep-learning-singapore--2982

  • Old way of building stuff
    • Build model - Glove embedding; Train
    • Need lots of data
  • New way of building stuff
    • Use Pretrained BERT
      • Finetune on unlabelled data
      • Train on labelled data
    • Less data required
    • Expect better results
  • BERT released in 2018 Oct
    • English + 102 languages
  • BERT
    • Take a model pretrained on huge corpus
    • Do additional training on your labeled data
    • Learn actual task - using only a few examples
  • Innovations
    • Sentence Piece
    • Transformers
    • Language Model Tasks
    • Fine-tuning