Update README to point to website (#732)

README.md

@@ -1,87 +1,22 @@
-# OpenAI Cookbook
+<a href="https://cookbook.openai.com" target="_blank">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="/images/openai-cookbook-white.png" style="max-width: 100%; width: 400px; margin-bottom: 20px">
+    <img alt="OpenAI Cookbook Logo" src="/images/openai-cookbook.png" width="400px">
+  </picture>
+</a>
 
-The OpenAI Cookbook shares example code for accomplishing common tasks with the [OpenAI API].
+<h3></h3>
+ 
+> ✨ Navigate at [cookbook.openai.com](https://cookbook.openai.com)
 
-To run these examples, you'll need an OpenAI account and API key ([create a free account][api signup]).
+Example code and guides for accomplishing common tasks with the [OpenAI API](https://openai.com/api/). To run these examples, you'll need an OpenAI account and associated API key ([create a free account here](https://beta.openai.com/signup)).
 
 Most code examples are written in Python, though the concepts can be applied in any language.
 
-[![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=468576060&machine=basicLinux32gb&location=EastUs)
-
-## Recently added/updated 🆕 ✨
-
-- [How to fine-tune chat models](https://github.com/openai/openai-cookbook/blob/main/examples/How_to_finetune_chat_models.ipynb) [Aug 22, 2023]
-- [How to evaluate abstractive summarization](examples/evaluation/How_to_eval_abstractive_summarization.ipynb) [Aug 16, 2023]
-- [Whisper prompting guide](examples/Whisper_prompting_guide.ipynb) [June 27, 2023]
-- [Question answering using a search API and re-ranking](https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_a_search_API.ipynb) [June 16, 2023]
-- [How to call functions with Chat models](https://github.com/openai/openai-cookbook/blob/main/examples/How_to_call_functions_with_chat_models.ipynb) [June 13, 2023]
-
-## Guides & examples
-
-- API usage
-  - [How to handle rate limits](examples/How_to_handle_rate_limits.ipynb)
-    - [Example parallel processing script that avoids hitting rate limits](examples/api_request_parallel_processor.py)
-  - [How to count tokens with tiktoken](examples/How_to_count_tokens_with_tiktoken.ipynb)
-- GPT
-  - [How to format inputs to ChatGPT models](examples/How_to_format_inputs_to_ChatGPT_models.ipynb)
-  - [How to stream completions](examples/How_to_stream_completions.ipynb)
-  - [How to use a multi-step prompt to write unit tests](examples/Unit_test_writing_using_a_multi-step_prompt.ipynb)
-  - [Guide: How to work with large language models](how_to_work_with_large_language_models.md)
-  - [Guide: Techniques to improve reliability](techniques_to_improve_reliability.md)
-- Embeddings
-  - [Text comparison examples](text_comparison_examples.md)
-  - [How to get embeddings](examples/Get_embeddings.ipynb)
-  - [Question answering using embeddings](examples/Question_answering_using_embeddings.ipynb)
-  - [Using vector databases for embeddings search](examples/vector_databases)
-  - [Semantic search using embeddings](examples/Semantic_text_search_using_embeddings.ipynb)
-  - [Recommendations using embeddings](examples/Recommendation_using_embeddings.ipynb)
-  - [Clustering embeddings](examples/Clustering.ipynb)
-  - [Visualizing embeddings in 2D](examples/Visualizing_embeddings_in_2D.ipynb) or [3D](examples/Visualizing_embeddings_in_3D.ipynb)
-  - [Embedding long texts](examples/Embedding_long_inputs.ipynb)
-  - [Embeddings playground (streamlit app)](apps/embeddings-playground/README.md)
-  - [Search reranking with cross-encoders](examples/Search_reranking_with_cross-encoders.ipynb)
-- Apps
-  - [File Q&A](apps/file-q-and-a/)
-  - [Web Crawl Q&A](apps/web-crawl-q-and-a)
-  - [Powering your products with ChatGPT and your own data](apps/chatbot-kickstarter/powering_your_products_with_chatgpt_and_your_data.ipynb)
-- Fine-tuning GPT-3
-  - [Guide: best practices for fine-tuning GPT-3 to classify text](https://docs.google.com/document/d/1rqj7dkuvl7Byd5KQPUJRxc19BJt8wo0yHNwK84KfU3Q/edit)
-  - [Fine-tuned classification](examples/Fine-tuned_classification.ipynb)
-- DALL-E
-  - [How to generate and edit images with DALL·E](examples/dalle/Image_generations_edits_and_variations_with_DALL-E.ipynb)
-  - [How to create dynamic masks with DALL·E and Segment Anything](examples/dalle/How_to_create_dynamic_masks_with_DALL-E_and_Segment_Anything.ipynb)
-- Whisper
-  - [Whisper prompting guide](examples/Whisper_prompting_guide.ipynb)
-- Azure OpenAI (alternative API from Microsoft Azure)
-  - [How to use ChatGPT with Azure OpenAI](examples/azure/chat.ipynb)
-  - [How to get completions from Azure OpenAI](examples/azure/completions.ipynb)
-  - [How to get embeddings from Azure OpenAI](examples/azure/embeddings.ipynb)
-  - [How to generate images with DALL·E fom Azure OpenAI](examples/azure/DALL-E.ipynb)
-
-## Related OpenAI resources
-
-Beyond the code examples here, you can learn about the [OpenAI API] from the following resources:
-
-- Experiment with [ChatGPT]
-- Try the API in the [OpenAI Playground]
-- Read about the API in the [OpenAI Documentation]
-- Get help in the [OpenAI Help Center]
-- Discuss the API in the [OpenAI Community Forum] or [OpenAI Discord channel]
-- See example prompts in the [OpenAI Examples]
-- Stay updated with the [OpenAI Blog]
-
 ## Contributing
 
-If there are examples or guides you'd like to see, feel free to suggest them on the [issues page]. We are also happy to accept high quality pull requests, as long as they fit the scope of the repo.
+The contents of this repo are automatically rendered into [cookbook.openai.com](https://cookbook.openai.com). If there are examples or guides you'd like to see, feel free to suggest them on the [issues page](https://github.com/openai/openai-cookbook/issues). We are also happy to accept high quality pull requests, as long as they fit the scope of the cookbook.
 
-[chatgpt]: https://chat.openai.com/
+Refer to our guide on [what makes documentation good](https://cookbook.openai.com/what_makes_documentation_good) for guidance on how to make high quality contributions.
-[openai api]: https://openai.com/api/
+
-[api signup]: https://beta.openai.com/signup
+[![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=468576060&machine=basicLinux32gb&location=EastUs)
-[openai playground]: https://beta.openai.com/playground
-[openai documentation]: https://beta.openai.com/docs/introduction
-[openai community forum]: https://community.openai.com/top?period=monthly
-[openai discord channel]: https://discord.com/invite/openai
-[openai help center]: https://help.openai.com/en/
-[openai examples]: https://beta.openai.com/examples
-[openai blog]: https://openai.com/blog/
-[issues page]: https://github.com/openai/openai-cookbook/issues