![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-contexualized-embeddings.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-classification-spam.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![Neural network architecture of ELMo. Char-CNN stands for character CNN | Download Scientific Diagram Neural network architecture of ELMo. Char-CNN stands for character CNN | Download Scientific Diagram](https://www.researchgate.net/publication/339312186/figure/fig6/AS:963539258851349@1606737069646/Neural-network-architecture-of-ELMo-Char-CNN-stands-for-character-CNN.png)
Neural network architecture of ELMo. Char-CNN stands for character CNN | Download Scientific Diagram
![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.
Machine Learning's Obsession with Kids' TV Show Characters | by Catherine Yeo | Towards Data Science
![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-tasks.png)
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
![R] CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters : r/MachineLearning R] CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters : r/MachineLearning](https://preview.redd.it/pimefw93xmu51.png?width=972&format=png&auto=webp&s=a1c4bbd49b96b5440cd52601ca63632939d5d3c7)
R] CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters : r/MachineLearning
![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-language-modeling-masked-lm.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-next-sentence-prediction.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-language-modeling.png)