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The Illustrated BERT, ELMo, and co.
TL;DR
Comprehensive explanation for Bert, ELMo, transfer learning in NLP, and how openAI fine-tune pre-trained model using Transformer.
Article Link
http://jalammar.github.io/illustrated-bert/