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# Transformers-for-NLP-2nd-Edition
<img src="https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Transformers_Rothman.png?raw=tru" alt="drawing" width="400"/>

©Copyright 2022-2023, Denis Rothman, Packt Publishing<br>
©Copyright 2022-2024, Denis Rothman, Packt Publishing<br>

Last updated: December 30, 2023
Last updated: January 4, 2024

Dolphin 🐬 Additional Bonus programs for OpenAI ChatGPT(GPT-3.5 legacy), ChatGPT Plus(GPT-3.5 default, GPT 3.5 default, and GPT-4).<br>
API examples for GPT-3.5-turbo, GPT-4, DALL-E 2, Google Cloud AI Language, and Google Cloud AI Vision.<br>
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**Chapter 6 Machine Translation with the Transformer**
| <ul><li>Trax_translation.ipynb</li></ul> | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter06/Trax_Translation.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter06/Trax_Translation.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter06/Trax_Translation.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter06/Trax_Translation.ipynb) |
**Chapter 7: The Rise of Suprahuman Transformers with GPT-3 Engines**
| <ul><li>Getting_Started_GPT_3.ipynb</li><li>Fine_tuning_GPT_3 (update planned with new OpenAI calls in 01/2024)</li></ul> | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb)| [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb)| [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/FGetting_Started_GPT_3.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb)|
| <ul><li>Getting_Started_GPT_3.ipynb</li><li>Fine_tuning_GPT_3 (updated with new OpenAI calls in 01/2024)</li></ul> | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb)| [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb)| [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/FGetting_Started_GPT_3.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb) [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Fine_tuning_GPT_3.ipynb)|
**Chapter 8 : Applying Transformers to Legal and Financial Documents for AI Text Summarization**
| <ul><li>Summarizing_Text_with_T5.ipynb</li></ul> | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter08/Summarizing_Text_with_T5.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter08/Summarizing_Text_with_T5.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter08/Summarizing_Text_with_T5.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter08/Summarizing_Text_with_T5.ipynb) |
**Chapter 9 : Matching Tokenizers and Datasets**
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