![The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time. The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.](https://jalammar.github.io/images/elmo-embedding.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time. The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.](https://jalammar.github.io/images/elmo-word-embedding.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time. The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.](https://jalammar.github.io/images/elmo-forward-backward-language-model-embedding.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time. The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.](https://jalammar.github.io/images/bert-transfer-learning.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
Catherine Yeo (she/her) on Twitter: "This trend started with ELMo (Embeddings from Language Models) in 2018 by Matthew Peters, @MarkNeumannnn, @MohitIyyer, @nlpmattg, et al. Outside NLP, @elmo likes surprises, pizza, and bubble
![The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time. The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.](https://jalammar.github.io/images/transformer-ber-ulmfit-elmo.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![ELMo, GLoMo, FloydHub Workspaces, AI Principles, NCRF++, TorchFold, AI Talent Report,… | by elvis | DAIR.AI | Medium ELMo, GLoMo, FloydHub Workspaces, AI Principles, NCRF++, TorchFold, AI Talent Report,… | by elvis | DAIR.AI | Medium](https://miro.medium.com/max/908/0*EuCMYUdGSrbFS4n2.png)