![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/openai-input%20transformations.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.
![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/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.
![Catherine Yeo 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 baths Catherine Yeo 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 baths](https://pbs.twimg.com/media/EdFE1AOUYAAq9jm.png:large)
Catherine Yeo 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 baths
![Improving a Sentiment Analyzer using ELMo — Word Embeddings on Steroids – Real-World Natural Language Processing Improving a Sentiment Analyzer using ELMo — Word Embeddings on Steroids – Real-World Natural Language Processing](http://www.realworldnlpbook.com/blog/images/elmo.png)