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## Recently added 🆕 ✨
Below are new notebooks or scripts that are new to the Cookbook or have recently gone through large updates:
- [Retrieval Enhanced Generative Question Answering with Pinecone](https://github.com/openai/openai-cookbook/blob/main/examples/vector_databases/pinecone/Gen_QA.ipynb) [Feb 8th, 2023]
- [Website Q&A with Embeddings](https://github.com/openai/openai-cookbook/tree/main/apps/web-crawl-q-and-a) [Feb 11th, 2023]
- [Visualize Embeddings in Weights & Biases](https://github.com/openai/openai-cookbook/blob/main/examples/Visualizing_embeddings_in_W%26B.ipynb) [Feb 9th, 2023]
- [File Q&A with Embeddings](https://github.com/openai/openai-cookbook/tree/main/apps/file-q-and-a) [Feb 11th, 2023]
- [Visualize Embeddings in Weights & Biases](https://github.com/openai/openai-cookbook/blob/main/examples/Visualizing_embeddings_in_W%26B.ipynb) [Feb 9th, 2023]
- [Retrieval Enhanced Generative Question Answering with Pinecone](https://github.com/openai/openai-cookbook/blob/main/examples/vector_databases/pinecone/Gen_QA.ipynb) [Feb 8th, 2023]
## Guides & examples