Update README.md

README.md

@@ -22,13 +22,16 @@ Just look for the Dolphin 🐬 and enjoy your ride into the future of AI!
 You can run these notebooks on cloud platforms like [Google Colab](https://colab.research.google.com/) or your local machine. Note that some chapters require a GPU to run in a reasonable amount of time, so we recommend one of the cloud platforms as they come pre-installed with CUDA.
 
 ## Getting started with OpenAI API
-December 6,2023. The notebooks in this repository were updated. **Note**: Watch for more changes in 2024 Q1.
+December 6, 2023. OpenAI is currently updating its platform. If you encounter issues with the notebooks of this repository, you can implement the following tips:
 - As of January 4,2024, [OpenAI deprecations](https://platform.openai.com/docs/deprecations) apply to 'davinci'. The recommended replacement is 'davinci-002'
 - Google Colab:  Cohere(language functions) and tiktoken(BPE tokenizer) required to install OpenAI(!pip install tiktoken and !pip install --upgrade cohere)
 - API call changed from "openai.Completion.create" to "client.chat.completions.create" with client= [YOUR OPENAI CLIENT]  
 - API call changed from engine=[model name] to model=[model name]
 - Response object is evolving. Recommendation: first print "response", then analyze the object to then access what you need.
 
+You can find examples of these update tips in thee following notebooks that you can apply to other notebooks if necessary:
+-[Getting_Started_GPT_3.ipynb)](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter07/Getting_Started_GPT_3.ipynb), [Summarizing_with_ChatGPT.ipynb](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter09/Summarizing_with_ChatGPT.ipynb), and [Semantic_Role_Labeling_with_ChatGPT.ipynb](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter10/Semantic_Role_Labeling_with_ChatGPT.ipynb)
+
 ### Running on a cloud platform or in your environment
 
 To run these notebooks on a cloud platform, just click on one of the badges in the table below or run them on your environment.
@@ -65,15 +68,18 @@ To run these notebooks on a cloud platform, just click on one of the badges in t
 **Chapter 15: From NLP to Task-Agnostic Transformer Models**
 |  <ul><li>Vision_Transformers.ipynb</li><li>DALL_E.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/Chapter15/Vision_Transformers.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/Chapter15/DALL_E.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/Chapter15/Vision_Transformers.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/Chapter15/DALL_E.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter15/Vision_Transformers.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter15/DALL_E.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/Chapter15/Vision_Transformers.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/Chapter15/DALL_E.ipynb) |
 **Chapter 16 : The Emergence of Transformer-Driven Copilots**
+December 6,2024 information: OpenAI is currently updating its platform. If you encounter issues with the notebooks in this chapter,read the tips in [changelog of this repository](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition#getting-started-with-openai-api)
 |  <ul><li>Domain_Specific_GPT_3_Functionality.ipynb</li><li>KantaiBERT_Recommender.ipynb</li><li>Vision_Transformer_MLP_Mixer.ipynb</li><li>Compact_Convolutional_Transformers.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/Chapter16/Domain_Specific_GPT_3_Functionality.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/Chapter16/KantaiBERT_Recommender.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/Chapter16/Vision_Transformer_MLP_Mixer.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/Chapter16/Compact_Convolutional_Transformers.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/Chapter16/Domain_Specific_GPT_3_Functionality.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/Chapter16/KantaiBERT_Recommender.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/Chapter16/Vision_Transformer_MLP_Mixer.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/Chapter16/Compact_Convolutional_Transformers.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter16/Domain_Specific_GPT_3_Functionality.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter16/KantaiBERT_Recommender.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter16/Vision_Transformer_MLP_Mixer.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter16/Compact_Convolutional_Transformers.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/Chapter16/Domain_Specific_GPT_3_Functionality.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/Chapter16/KantaiBERT_Recommender.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/Chapter16/Vision_Transformer_MLP_Mixer.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/Chapter16/Compact_Convolutional_Transformers.ipynb)   |
 **Chapter 17 :🐬 Consolidation of Suprahuman Transformers with OpenAI ChatGPT and GPT-4**
+December 6,2024 information: OpenAI is currently updating its platform. If you encounter issues with the notebooks in this chapter,read the tips in [changelog of this repository](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition#getting-started-with-openai-api)
 |  <ul><li>Jump_Starting_ChatGPT_with_the_OpenAI_API.ipynb</li><li>ChatGPT_Plus_writes_and_explains_classification.ipynb</li><li>Getting_Started_OpenAI_GPT_4.ipynb</li><li>Prompt_Engineering_as_an_alternative_to_fine_tuning.ipynb</li><li>Getting_Started_with_the_DALL_E_2_API.ipynb</li><li>Speaking_with_ChatGPT.ipynb</li><li>ALL_in_One.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/Chapter17/Jump_Starting_ChatGPT_with_the_OpenAI_API.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/Chapter17/ChatGPT_Plus_writes_and_explains_classification.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/Chapter17/Getting_Started_OpenAI_GPT_4.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/Chapter17/Prompt_Engineering_as_an_alternative_to_fine_tuning.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/Chapter17/Getting_Started_with_the_DALL_E_2_API.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/Chapter17/Speaking_with_ChatGPT.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/Chapter17/ALL_in_One.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/Chapter17/Jump_Starting_ChatGPT_with_the_OpenAI_API.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/Chapter17/ChatGPT_Plus_writes_and_explains_classification.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/Chapter17/Getting_Started_with_GPT_4.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/Chapter17/Prompt_Engineering_as_an_alternative_to_fine_tuning.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/Chapter17/Getting_Started_with_the_DALL_E_2_API.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/Chapter17/Speaking_with_ChatGPT.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/Chapter17/ALL_in_One.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/Jump_Starting_ChatGPT_with_the_OpenAI_API.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/ChatGPT_Plus_writes_and_explains_classification.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/Getting_Started_with_GPT_4.ipynb)  [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/Prompt_Engineering_as_an_alternative_to_fine_tuning.ipynb)  [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/Getting_Started_with_the_DALL_E_2_API.ipynb) [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/Speaking_with_ChatGPT.ipynb)[![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/Chapter17/ALL_in_One.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/Chapter17/Jump_Starting_ChatGPT_with_the_OpenAI_API.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/Chapter17/ChatGPT_Plus_writes_and_explains_classification.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/Chapter17/Getting_Started_with_GPT_4.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/Chapter17/Prompt_Engineering_as_an_alternative_to_fine_tuning.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/Chapter17/Getting_Started_with_the_DALL_E_2_API.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/Chapter17/Speaking_with_ChatGPT.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/Chapter17/ALL_in_One.ipynb) |
 **Appendix III: Generic Text Completion with GPT-2**
 |<ul><li>OpenAI_GPT_2.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/AppendixIII/OpenAI_GPT_2.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/AppendixIII/OpenAI_GPT_2.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/AppendixIII/OpenAI_GPT_2.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/AppendixIII/OpenAI_GPT_2.ipynb) |
 **Appendix IV: Custom Text Completion with GPT-2**
 |<ul><li>Training_OpenAI_GPT_2.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/AppendixIV/Training_OpenAI_GPT_2.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/AppendixIV/Training_OpenAI_GPT_2.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/Denis2054/Transformers-for-NLP-2nd-Edition/blob/main/AppendixIV/Training_OpenAI_GPT_2.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/AppendixIV/Training_OpenAI_GPT_2.ipynb) |
 
 ## Additional OpenAI Bonus Notebooks 
+December 6,2024 information: OpenAI is currently updating its platform. If you encounter issues with the notebooks in this section,read the tips in [changelog of this repository](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition#getting-started-with-openai-api)
 
 | Bonus | Colab | Kaggle | Gradient | SageMaker Studio Lab |
 | ----- | ----- | ------ | -------- | ------------------- |